{
 "cells": [
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   "cell_type": "markdown",
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   "source": [
    "# ICESat-2 sea ice freeboards (ATL10) and deriving sea ice thickness\n",
    "\n",
    "Information obtained primarily from the ATL07/10 Algorithm Theoretical Basis Document (ATBD, Kwok et al., 2019) and the NSIDC product description page: https://nsidc.org/data/atl07.   \n",
    "\n",
    "Check out the known issues document for information about the current release/things to look out for: https://nsidc.org/sites/nsidc.org/files/technical-references/ATL0710-KnownIssues.pdf\n",
    "\n",
    "* Notebook author: Alek Petty and Ellen Buckley  \n",
    "* Description: Notebook describing the ICESat-2 ATL10 product (briefly) and some tips for deriving sea ice thickness using ancillary snow depth/density estimates.\n",
    "* Input requirements: Demo ATL10 data file, NESOSIM snow depths.\n",
    "* Date: June 2020\n",
    "* More info: See the ATL07/ATL10 Algorithm Theoretical Basis Document (ATBD): https://icesat-2.gsfc.nasa.gov/sites/default/files/page_files/ICESat2_ATL07_ATL10_ATBD_rel003.pdf    and the known issues document: https://nsidc.org/sites/nsidc.org/files/technical-references/ICESat2_ATL07-ATL10_Known_Issues_v002%2811-25-2019%29.pdf\n",
    "\n",
    "\n",
    "## Notebook objectives\n",
    "* General understanding of the difference between ATL07 and ATL10\n",
    "* Reading in, plotting and basic analysis of ATL10 data.\n",
    "* How you too can calculate sea ice thickness from freeboard!\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ATL10 Background\n",
    "\n",
    "ATL10 is a pretty simple product, with most of the hard work done in ATL03/07. ATL10 essentially returns the freeboard of the height segments calculated in ATL07 - the difference in height between the ice and sea surface. A local sea surface height is calculated in 10 km along-track sections using all relevant sea surface heights (ssh_flag) in each beam. \n",
    "\n",
    "A lot of the important variables in ATL07 have been passed through to ATL10 making this a useful high-level data product of interest to the community."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Magic function to enable interactive plotting in Jupyter notebook\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime as dt\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "matplotlib.use('Agg')\n",
    "import cartopy.crs as ccrs\n",
    "import h5py\n",
    "import scipy\n",
    "from astropy.time import Time\n",
    "import utils as ut\n",
    "import readers as rd\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Import Data\n",
    "\n",
    "As in the ATL07 Notebook, you can either get the data for this tutorial from the tutorial-data/sea-ice/ folder (at the hackweek) or download from NSIDC if you are running this on your local machine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_loc='/home/jovyan/tutorial-data/sea-ice/'\n",
    "fname='ATL10-01_20181115003141_07240101_002_01.h5'\n",
    "fileT= data_loc+fname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Here we use a function to pick out the relevant data in ATL10 and return a dataframe (in the ATL07 notebook this was done in-line instead)\n",
    "\n",
    "def getATL10data(fileT, beam='gt1r', minFreeboard=0, maxFreeboard=10):\n",
    "    \"\"\" Pandas/numpy ATL10 reader\n",
    "    Written by Alek Petty, June 2018 (alek.a.petty@nasa.gov)\n",
    "\n",
    "\tI've picked out the variables from ATL10 I think are of most interest to sea ice users, \n",
    "    but by no means is this an exhastive list. \n",
    "    See the xarray or dictionary readers to load in the more complete ATL10 dataset\n",
    "    or explore the hdf5 files themselves (I like using the app Panpoly for this) to see what else you might want\n",
    "    \n",
    "\tArgs:\n",
    "\t\tfileT (str): File path of the ATL10 dataset\n",
    "\t\tbeamStr (str): ICESat-2 beam (the number is the pair, r=strong, l=weak)\n",
    "        maxFreeboard (float): maximum freeboard (meters)\n",
    "\n",
    "\treturns:\n",
    "        pandas dataframe\n",
    "        \n",
    "    Versions:\n",
    "        v1: June 2018\n",
    "        v2: June 2020 - cleaned things up, changed the time function slightly to be consistent with Ellen's ATL07 reader.\n",
    "\n",
    "\t\"\"\"\n",
    "\n",
    "    print('ATL10 file:', fileT)\n",
    "    \n",
    "    f1 = h5py.File(fileT, 'r')\n",
    "    \n",
    "    # Freeboards\n",
    "    freeboard=f1[beam]['freeboard_beam_segment']['beam_freeboard']['beam_fb_height'][:]\n",
    "    ssh_flag=f1[beam]['freeboard_beam_segment']['height_segments']['height_segment_ssh_flag'][:]\n",
    "    \n",
    "    # ATL07 heights\n",
    "    height=f1[beam]['freeboard_beam_segment']['height_segments']['height_segment_height'][:]\n",
    "    \n",
    "    # Freeboard confidence and freeboard quality flag\n",
    "    freeboard_confidence=f1[beam]['freeboard_beam_segment']['beam_freeboard']['beam_fb_confidence'][:]\n",
    "    freeboard_quality=f1[beam]['freeboard_beam_segment']['beam_freeboard']['beam_fb_quality_flag'][:]\n",
    "    \n",
    "    # Delta time in gps seconds\n",
    "    delta_time = f1[beam]['freeboard_beam_segment']['beam_freeboard']['delta_time'][:]\n",
    "    \n",
    "    # Along track distance from the equator\n",
    "    # Convert this to kilometers from the start of the granule\n",
    "    seg_x = f1[beam]['freeboard_beam_segment']['beam_freeboard']['seg_dist_x'][:]\n",
    "    seg_x=(seg_x-seg_x[0])*0.001\n",
    "    \n",
    "    # Height segment ID (10 km segments)\n",
    "    height_segment_id=f1[beam]['freeboard_beam_segment']['beam_freeboard']['height_segment_id'][:]\n",
    "    \n",
    "    lons=f1[beam]['freeboard_beam_segment']['beam_freeboard']['longitude'][:]\n",
    "    lats=f1[beam]['freeboard_beam_segment']['beam_freeboard']['latitude'][:]\n",
    "    \n",
    "    # Time since the start of the granule\n",
    "    deltaTimeRel=delta_time-delta_time[0]\n",
    "    \n",
    "    # #Add this value to delta time parameters to compute full gps_seconds\n",
    "    atlas_epoch=f1['/ancillary_data/atlas_sdp_gps_epoch'][0] \n",
    "    gps_seconds = atlas_epoch + delta_time\n",
    "\n",
    "    ## Use astropy to convert GPS time to UTC time\n",
    "    tiso=Time(gps_seconds,format='gps').utc.datetime\n",
    "\n",
    "    dF = pd.DataFrame({'freeboard':freeboard, 'freeboard_quality':freeboard_quality, 'height':height, 'ssh_flag':ssh_flag, 'lon':lons, 'lat':lats, 'delta_time':delta_time,'deltaTimeRel':deltaTimeRel, \n",
    "                     'height_segment_id':height_segment_id,'datetime': tiso, 'seg_x':seg_x})\n",
    "    \n",
    "    dF = dF[(dF['freeboard']>=minFreeboard)]\n",
    "    dF = dF[(dF['freeboard']<=maxFreeboard)]\n",
    "    \n",
    "    # Also filter based on the confidence and/or quality flag?\n",
    "    \n",
    "    # Reset row indexing\n",
    "    dF=dF.reset_index(drop=True)\n",
    "\n",
    "    return dF"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Read in the data using the pandas reader above. Copied from the readers.py script.\n",
    "\n",
    "* Take a look at the top few rows (change the number in head to increase this..)    \n",
    "* Play around with the max/min freeboards. Note how without this we get some very large NaNs at the start of the granule. You could change the reader and set these to np.nan instead of just removing those rows if you want.\n",
    "* Any other variables you might want to use?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ATL10 file: /home/jovyan/tutorial-data/sea-ice/ATL10-01_20181115003141_07240101_002_01.h5\n"
     ]
    },
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       "      <th></th>\n",
       "      <th>freeboard</th>\n",
       "      <th>freeboard_quality</th>\n",
       "      <th>height</th>\n",
       "      <th>ssh_flag</th>\n",
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       "   freeboard  freeboard_quality    height  ssh_flag         lon        lat  \\\n",
       "0   0.077381                  1 -0.037623         0 -168.648556  73.745906   \n",
       "1   0.070254                  1 -0.044749         0 -168.648610  73.746011   \n",
       "2   0.029698                  1 -0.085305         0 -168.648625  73.746040   \n",
       "3   0.023347                  1 -0.091656         0 -168.648647  73.746084   \n",
       "4   0.000000                  1 -0.118993         1 -168.648667  73.746124   \n",
       "\n",
       "     delta_time  deltaTimeRel  height_segment_id                   datetime  \\\n",
       "0  2.747826e+07    219.501606                969 2018-11-15 00:50:58.225562   \n",
       "1  2.747826e+07    219.503267                970 2018-11-15 00:50:58.227223   \n",
       "2  2.747826e+07    219.503734                971 2018-11-15 00:50:58.227690   \n",
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       "4  2.747826e+07    219.505058                973 2018-11-15 00:50:58.229014   \n",
       "\n",
       "         seg_x  \n",
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       "1  1558.887933  \n",
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     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "beamStr='gt1r'\n",
    "dF10 = getATL10data(fileT, beam=beamStr)\n",
    "dF10.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Map the data for visual inspection using Cartopy \n",
    "*NB (Basemap is often used for mapping but is not being officially supported by the community anymore) so we've tried to focus on Cartopy here*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 630x630 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "var='freeboard'\n",
    "plt.figure(figsize=(7,7), dpi= 90)\n",
    "# Make a new projection \"NorthPolarStereo\"\n",
    "# ccrs.PlateCarree\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(true_scale_latitude=70))\n",
    "plt.scatter(dF10['lon'], dF10['lat'],c=dF10[var], cmap='viridis', vmin=0, vmax=0.3, transform=ccrs.PlateCarree())\n",
    "#plt.pcolormesh(lons, lats, tile_to_plot,\n",
    "#               transform=ccrs.PlateCarree());\n",
    "\n",
    "ax.coastlines()\n",
    "#ax.drawmeridians()\n",
    "plt.colorbar(label=var+' (m)', shrink=0.5, extend='both')\n",
    "\n",
    "# Limit the map to -60 degrees latitude and below.\n",
    "ax.set_extent([-180, 180, 90, 60], ccrs.PlateCarree())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Let's try and calculate sea ice thickness!\n",
    "\n",
    "* First we apply Warren snow depth and density data to each row (segment) of data.\n",
    "* Below function adds data from the Warren quadratc functional fits for the given time/location of each freeboard point\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>freeboard</th>\n",
       "      <th>freeboard_quality</th>\n",
       "      <th>height</th>\n",
       "      <th>ssh_flag</th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "      <th>delta_time</th>\n",
       "      <th>deltaTimeRel</th>\n",
       "      <th>height_segment_id</th>\n",
       "      <th>datetime</th>\n",
       "      <th>seg_x</th>\n",
       "      <th>snow_depth_W99</th>\n",
       "      <th>snow_density_W99</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.077381</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.037623</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648556</td>\n",
       "      <td>73.745906</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.501606</td>\n",
       "      <td>969</td>\n",
       "      <td>2018-11-15 00:50:58.225562</td>\n",
       "      <td>1558.876121</td>\n",
       "      <td>0.184167</td>\n",
       "      <td>286.037556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.070254</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.044749</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648610</td>\n",
       "      <td>73.746011</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.503267</td>\n",
       "      <td>970</td>\n",
       "      <td>2018-11-15 00:50:58.227223</td>\n",
       "      <td>1558.887933</td>\n",
       "      <td>0.184168</td>\n",
       "      <td>286.037480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.029698</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.085305</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648625</td>\n",
       "      <td>73.746040</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.503734</td>\n",
       "      <td>971</td>\n",
       "      <td>2018-11-15 00:50:58.227690</td>\n",
       "      <td>1558.891248</td>\n",
       "      <td>0.184168</td>\n",
       "      <td>286.037459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.023347</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.091656</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648647</td>\n",
       "      <td>73.746084</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.504422</td>\n",
       "      <td>972</td>\n",
       "      <td>2018-11-15 00:50:58.228379</td>\n",
       "      <td>1558.896143</td>\n",
       "      <td>0.184169</td>\n",
       "      <td>286.037427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.118993</td>\n",
       "      <td>1</td>\n",
       "      <td>-168.648667</td>\n",
       "      <td>73.746124</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.505058</td>\n",
       "      <td>973</td>\n",
       "      <td>2018-11-15 00:50:58.229014</td>\n",
       "      <td>1558.900658</td>\n",
       "      <td>0.184169</td>\n",
       "      <td>286.037398</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   freeboard  freeboard_quality    height  ssh_flag         lon        lat  \\\n",
       "0   0.077381                  1 -0.037623         0 -168.648556  73.745906   \n",
       "1   0.070254                  1 -0.044749         0 -168.648610  73.746011   \n",
       "2   0.029698                  1 -0.085305         0 -168.648625  73.746040   \n",
       "3   0.023347                  1 -0.091656         0 -168.648647  73.746084   \n",
       "4   0.000000                  1 -0.118993         1 -168.648667  73.746124   \n",
       "\n",
       "     delta_time  deltaTimeRel  height_segment_id                   datetime  \\\n",
       "0  2.747826e+07    219.501606                969 2018-11-15 00:50:58.225562   \n",
       "1  2.747826e+07    219.503267                970 2018-11-15 00:50:58.227223   \n",
       "2  2.747826e+07    219.503734                971 2018-11-15 00:50:58.227690   \n",
       "3  2.747826e+07    219.504422                972 2018-11-15 00:50:58.228379   \n",
       "4  2.747826e+07    219.505058                973 2018-11-15 00:50:58.229014   \n",
       "\n",
       "         seg_x  snow_depth_W99  snow_density_W99  \n",
       "0  1558.876121        0.184167        286.037556  \n",
       "1  1558.887933        0.184168        286.037480  \n",
       "2  1558.891248        0.184168        286.037459  \n",
       "3  1558.896143        0.184169        286.037427  \n",
       "4  1558.900658        0.184169        286.037398  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Add this to the dataframe\n",
    "dF10=ut.getWarrenData(dF10, 'snow_depth_W99', outDensityVar='snow_density_W99')\n",
    "dF10.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then convert the freeboard to thickness using the Warren snow depth/density. The function this calls assumes the sea ice is in hydrostatic equlibirum. Why/when might this be invalid?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>freeboard</th>\n",
       "      <th>freeboard_quality</th>\n",
       "      <th>height</th>\n",
       "      <th>ssh_flag</th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "      <th>delta_time</th>\n",
       "      <th>deltaTimeRel</th>\n",
       "      <th>height_segment_id</th>\n",
       "      <th>datetime</th>\n",
       "      <th>seg_x</th>\n",
       "      <th>snow_depth_W99</th>\n",
       "      <th>snow_density_W99</th>\n",
       "      <th>ice_thickness_W99</th>\n",
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       "      <td>0.077381</td>\n",
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       "      <td>2.747826e+07</td>\n",
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       "      <td>2018-11-15 00:50:58.225562</td>\n",
       "      <td>1558.876121</td>\n",
       "      <td>0.184167</td>\n",
       "      <td>286.037556</td>\n",
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       "      <th>1</th>\n",
       "      <td>0.070254</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.044749</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648610</td>\n",
       "      <td>73.746011</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.503267</td>\n",
       "      <td>970</td>\n",
       "      <td>2018-11-15 00:50:58.227223</td>\n",
       "      <td>1558.887933</td>\n",
       "      <td>0.184168</td>\n",
       "      <td>286.037480</td>\n",
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       "      <td>-0.085305</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648625</td>\n",
       "      <td>73.746040</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.503734</td>\n",
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       "      <td>219.504422</td>\n",
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       "      <td>2018-11-15 00:50:58.228379</td>\n",
       "      <td>1558.896143</td>\n",
       "      <td>0.184169</td>\n",
       "      <td>286.037427</td>\n",
       "      <td>0.067457</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>1</td>\n",
       "      <td>-0.118993</td>\n",
       "      <td>1</td>\n",
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       "      <td>73.746124</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.505058</td>\n",
       "      <td>973</td>\n",
       "      <td>2018-11-15 00:50:58.229014</td>\n",
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       "      <td>0.184169</td>\n",
       "      <td>286.037398</td>\n",
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      ],
      "text/plain": [
       "   freeboard  freeboard_quality    height  ssh_flag         lon        lat  \\\n",
       "0   0.077381                  1 -0.037623         0 -168.648556  73.745906   \n",
       "1   0.070254                  1 -0.044749         0 -168.648610  73.746011   \n",
       "2   0.029698                  1 -0.085305         0 -168.648625  73.746040   \n",
       "3   0.023347                  1 -0.091656         0 -168.648647  73.746084   \n",
       "4   0.000000                  1 -0.118993         1 -168.648667  73.746124   \n",
       "\n",
       "     delta_time  deltaTimeRel  height_segment_id                   datetime  \\\n",
       "0  2.747826e+07    219.501606                969 2018-11-15 00:50:58.225562   \n",
       "1  2.747826e+07    219.503267                970 2018-11-15 00:50:58.227223   \n",
       "2  2.747826e+07    219.503734                971 2018-11-15 00:50:58.227690   \n",
       "3  2.747826e+07    219.504422                972 2018-11-15 00:50:58.228379   \n",
       "4  2.747826e+07    219.505058                973 2018-11-15 00:50:58.229014   \n",
       "\n",
       "         seg_x  snow_depth_W99  snow_density_W99  ice_thickness_W99  \n",
       "0  1558.876121        0.184167        286.037556           0.223574  \n",
       "1  1558.887933        0.184168        286.037480           0.202984  \n",
       "2  1558.891248        0.184168        286.037459           0.085807  \n",
       "3  1558.896143        0.184169        286.037427           0.067457  \n",
       "4  1558.900658        0.184169        286.037398           0.000000  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dF10=ut.getSnowandConverttoThickness(dF10, snowDepthVar='snow_depth_W99', \n",
    "                                 snowDensityVar='snow_density_W99',\n",
    "                                 outVar='ice_thickness_W99')\n",
    "dF10.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 630x630 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Map the data for visual inspection using Cartopy\n",
    "var='ice_thickness_W99'\n",
    "plt.figure(figsize=(7,7), dpi= 90)\n",
    "# Make a new projection \"NorthPolarStereo\"\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(true_scale_latitude=70))\n",
    "plt.scatter(dF10['lon'], dF10['lat'],c=dF10[var], cmap='viridis', vmin=0, vmax=1, transform=ccrs.PlateCarree())\n",
    "#plt.pcolormesh(lons, lats, tile_to_plot,\n",
    "#               transform=ccrs.PlateCarree());\n",
    "\n",
    "ax.coastlines()\n",
    "#ax.drawmeridians()\n",
    "plt.colorbar(label=var, shrink=0.5, extend='both')\n",
    "\n",
    "# Limit the map to -60 degrees latitude and below.\n",
    "ax.set_extent([-180, 180, 90, 60], ccrs.PlateCarree())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now do this for the NESOSIM snow depths (https://github.com/akpetty/NESOSIM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Check dates (should be within a day): 20181115 20181115\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>freeboard</th>\n",
       "      <th>freeboard_quality</th>\n",
       "      <th>height</th>\n",
       "      <th>ssh_flag</th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "      <th>delta_time</th>\n",
       "      <th>deltaTimeRel</th>\n",
       "      <th>height_segment_id</th>\n",
       "      <th>datetime</th>\n",
       "      <th>seg_x</th>\n",
       "      <th>snow_depth_W99</th>\n",
       "      <th>snow_density_W99</th>\n",
       "      <th>ice_thickness_W99</th>\n",
       "      <th>snow_depth_N</th>\n",
       "      <th>snow_density_N</th>\n",
       "      <th>ice_thickness_N</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.077381</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.037623</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648556</td>\n",
       "      <td>73.745906</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.501606</td>\n",
       "      <td>969</td>\n",
       "      <td>2018-11-15 00:50:58.225562</td>\n",
       "      <td>1558.876121</td>\n",
       "      <td>0.184167</td>\n",
       "      <td>286.037556</td>\n",
       "      <td>0.223574</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.070254</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.044749</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648610</td>\n",
       "      <td>73.746011</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.503267</td>\n",
       "      <td>970</td>\n",
       "      <td>2018-11-15 00:50:58.227223</td>\n",
       "      <td>1558.887933</td>\n",
       "      <td>0.184168</td>\n",
       "      <td>286.037480</td>\n",
       "      <td>0.202984</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.029698</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.085305</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648625</td>\n",
       "      <td>73.746040</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.503734</td>\n",
       "      <td>971</td>\n",
       "      <td>2018-11-15 00:50:58.227690</td>\n",
       "      <td>1558.891248</td>\n",
       "      <td>0.184168</td>\n",
       "      <td>286.037459</td>\n",
       "      <td>0.085807</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.023347</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.091656</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648647</td>\n",
       "      <td>73.746084</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.504422</td>\n",
       "      <td>972</td>\n",
       "      <td>2018-11-15 00:50:58.228379</td>\n",
       "      <td>1558.896143</td>\n",
       "      <td>0.184169</td>\n",
       "      <td>286.037427</td>\n",
       "      <td>0.067457</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.118993</td>\n",
       "      <td>1</td>\n",
       "      <td>-168.648667</td>\n",
       "      <td>73.746124</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.505058</td>\n",
       "      <td>973</td>\n",
       "      <td>2018-11-15 00:50:58.229014</td>\n",
       "      <td>1558.900658</td>\n",
       "      <td>0.184169</td>\n",
       "      <td>286.037398</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   freeboard  freeboard_quality    height  ssh_flag         lon        lat  \\\n",
       "0   0.077381                  1 -0.037623         0 -168.648556  73.745906   \n",
       "1   0.070254                  1 -0.044749         0 -168.648610  73.746011   \n",
       "2   0.029698                  1 -0.085305         0 -168.648625  73.746040   \n",
       "3   0.023347                  1 -0.091656         0 -168.648647  73.746084   \n",
       "4   0.000000                  1 -0.118993         1 -168.648667  73.746124   \n",
       "\n",
       "     delta_time  deltaTimeRel  height_segment_id                   datetime  \\\n",
       "0  2.747826e+07    219.501606                969 2018-11-15 00:50:58.225562   \n",
       "1  2.747826e+07    219.503267                970 2018-11-15 00:50:58.227223   \n",
       "2  2.747826e+07    219.503734                971 2018-11-15 00:50:58.227690   \n",
       "3  2.747826e+07    219.504422                972 2018-11-15 00:50:58.228379   \n",
       "4  2.747826e+07    219.505058                973 2018-11-15 00:50:58.229014   \n",
       "\n",
       "         seg_x  snow_depth_W99  snow_density_W99  ice_thickness_W99  \\\n",
       "0  1558.876121        0.184167        286.037556           0.223574   \n",
       "1  1558.887933        0.184168        286.037480           0.202984   \n",
       "2  1558.891248        0.184168        286.037459           0.085807   \n",
       "3  1558.896143        0.184169        286.037427           0.067457   \n",
       "4  1558.900658        0.184169        286.037398           0.000000   \n",
       "\n",
       "   snow_depth_N  snow_density_N  ice_thickness_N  \n",
       "0           NaN             NaN              NaN  \n",
       "1           NaN             NaN              NaN  \n",
       "2           NaN             NaN              NaN  \n",
       "3           NaN             NaN              NaN  \n",
       "4           NaN             NaN              NaN  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Apply the NESOSIM snow depth and density\n",
    "dF10=ut.getNESOSIM(dF10, './NESOSIM_IS2_100kmv56-15082018-30042019.nc', outSnowVar='snow_depth_N', outDensityVar='snow_density_N')\n",
    "# Calculate thickness\n",
    "dF10=ut.getSnowandConverttoThickness(dF10, snowDepthVar='snow_depth_N', \n",
    "                                 snowDensityVar='snow_density_N',\n",
    "                                 outVar='ice_thickness_N')\n",
    "dF10.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>freeboard</th>\n",
       "      <th>freeboard_quality</th>\n",
       "      <th>height</th>\n",
       "      <th>ssh_flag</th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "      <th>delta_time</th>\n",
       "      <th>deltaTimeRel</th>\n",
       "      <th>height_segment_id</th>\n",
       "      <th>datetime</th>\n",
       "      <th>seg_x</th>\n",
       "      <th>snow_depth_W99</th>\n",
       "      <th>snow_density_W99</th>\n",
       "      <th>ice_thickness_W99</th>\n",
       "      <th>snow_depth_N</th>\n",
       "      <th>snow_density_N</th>\n",
       "      <th>ice_thickness_N</th>\n",
       "    </tr>\n",
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       "      <td>0.2014</td>\n",
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       "    <tr>\n",
       "      <th>118769</th>\n",
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       "      <td>0.166635</td>\n",
       "      <td>0</td>\n",
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       "      <td>408.639210</td>\n",
       "      <td>146773</td>\n",
       "      <td>2018-11-15 00:54:07.363166</td>\n",
       "      <td>2901.483899</td>\n",
       "      <td>0.241575</td>\n",
       "      <td>293.111337</td>\n",
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       "      <td>0.2014</td>\n",
       "      <td>278.291199</td>\n",
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       "    <tr>\n",
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       "      <td>2018-11-15 00:54:07.364194</td>\n",
       "      <td>2901.491169</td>\n",
       "      <td>0.241575</td>\n",
       "      <td>293.111449</td>\n",
       "      <td>0.567572</td>\n",
       "      <td>0.2014</td>\n",
       "      <td>278.291199</td>\n",
       "      <td>0.538874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118771</th>\n",
       "      <td>0.201852</td>\n",
       "      <td>1</td>\n",
       "      <td>0.228224</td>\n",
       "      <td>0</td>\n",
       "      <td>171.549294</td>\n",
       "      <td>85.400198</td>\n",
       "      <td>2.747845e+07</td>\n",
       "      <td>408.641162</td>\n",
       "      <td>146775</td>\n",
       "      <td>2018-11-15 00:54:07.365119</td>\n",
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       "      <td>2018-11-15 00:54:07.366095</td>\n",
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       "      <td>0.241575</td>\n",
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       "      <td>278.291199</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        freeboard  freeboard_quality    height  ssh_flag         lon  \\\n",
       "118768   0.148047                  1  0.174419         0  171.550378   \n",
       "118769   0.140263                  1  0.166635         0  171.549972   \n",
       "118770   0.191701                  1  0.218073         0  171.549615   \n",
       "118771   0.201852                  1  0.228224         0  171.549294   \n",
       "118772   0.283335                  1  0.309707         0  171.548955   \n",
       "\n",
       "              lat    delta_time  deltaTimeRel  height_segment_id  \\\n",
       "118768  85.400021  2.747845e+07    408.638041             146772   \n",
       "118769  85.400087  2.747845e+07    408.639210             146773   \n",
       "118770  85.400146  2.747845e+07    408.640238             146774   \n",
       "118771  85.400198  2.747845e+07    408.641162             146775   \n",
       "118772  85.400254  2.747845e+07    408.642139             146776   \n",
       "\n",
       "                         datetime        seg_x  snow_depth_W99  \\\n",
       "118768 2018-11-15 00:54:07.361998  2901.475635        0.241576   \n",
       "118769 2018-11-15 00:54:07.363166  2901.483899        0.241575   \n",
       "118770 2018-11-15 00:54:07.364194  2901.491169        0.241575   \n",
       "118771 2018-11-15 00:54:07.365119  2901.497704        0.241575   \n",
       "118772 2018-11-15 00:54:07.366095  2901.504608        0.241575   \n",
       "\n",
       "        snow_density_W99  ice_thickness_W99  snow_depth_N  snow_density_N  \\\n",
       "118768        293.111211           0.438325        0.2014      278.291199   \n",
       "118769        293.111337           0.415278        0.2014      278.291199   \n",
       "118770        293.111449           0.567572        0.2014      278.291199   \n",
       "118771        293.111549           0.597626        0.2014      278.291199   \n",
       "118772        293.111655           1.147172        0.2014      278.291199   \n",
       "\n",
       "        ice_thickness_N  \n",
       "118768         0.416163  \n",
       "118769         0.394281  \n",
       "118770         0.538874  \n",
       "118771         0.570810  \n",
       "118772         1.413624  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# cut to middle part of the granule\n",
    "minlat=85.4\n",
    "maxlat=86\n",
    "dF10r=dF10[(dF10.lat>minlat)&(dF10.lat<maxlat)]\n",
    "dF10r.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 630x630 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Map the data for visual inspection using Cartopy\n",
    "var='ice_thickness_N'\n",
    "plt.figure(figsize=(7,7), dpi= 90)\n",
    "# Make a new projection \"NorthPolarStereo\"\n",
    "ax = plt.axes(projection=ccrs.NorthPolarStereo(true_scale_latitude=70))\n",
    "plt.scatter(dF10r['lon'], dF10r['lat'],c=dF10r[var], cmap='viridis', vmin=0, vmax=1, transform=ccrs.PlateCarree())\n",
    "#plt.pcolormesh(lons, lats, tile_to_plot,\n",
    "#               transform=ccrs.PlateCarree());\n",
    "\n",
    "ax.coastlines()\n",
    "#ax.drawmeridians()\n",
    "plt.colorbar(label=var, shrink=0.5, extend='both')\n",
    "\n",
    "# Limit the map to -60 degrees latitude and below.\n",
    "ax.set_extent([-180, 180, 90, 60], ccrs.PlateCarree())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(4,1,figsize=(12,12))\n",
    "\n",
    "ax[0].scatter(dF10r['seg_x'],dF10r['height'],c=dF10r['height'], s=2, cmap='hot')\n",
    "ax[0].set_ylim(0,2)\n",
    "ax[0].set_ylabel('Heights (m)',fontsize=12)\n",
    "ax[0].set_xticklabels([])\n",
    "\n",
    "ax[1].scatter(dF10r['seg_x'],dF10r['freeboard'], c=dF10r['freeboard'], s=2, cmap='hot')\n",
    "ax[1].set_ylabel('Freeboard (m)',fontsize=12)\n",
    "ax[1].set_ylim(0,2)\n",
    "ax[1].set_xticklabels([])\n",
    "mean=str(np.round(np.mean(dF10r['freeboard']), 2))\n",
    "ax[1].annotate('Mean: '+mean, xy=(0.01, 0.9),xycoords='axes fraction', fontsize=12)\n",
    "\n",
    "ax[2].plot(dF10r['seg_x'],dF10r['ice_thickness_W99'], c='r', label='Warren99', alpha=0.2)\n",
    "ax[2].plot(dF10r['seg_x'],dF10r['ice_thickness_N'], c='k', label='NESOSIM', alpha=0.2)\n",
    "ax[2].legend()\n",
    "ax[2].set_ylabel('Sea ice thickness (m)',fontsize=12)\n",
    "ax[2].set_ylim(0,15)\n",
    "ax[2].set_xticklabels([])\n",
    "meanW99=str(np.round(np.mean(dF10r['ice_thickness_W99']), 2))\n",
    "ax[2].annotate('Mean W99: '+meanW99, xy=(0.01, 0.9),xycoords='axes fraction', fontsize=12)\n",
    "meanN=str(np.round(np.mean(dF10r['ice_thickness_N']), 2))\n",
    "ax[2].annotate('Mean N: '+meanN, xy=(0.01, 0.8),xycoords='axes fraction', fontsize=12)\n",
    "\n",
    "\n",
    "ax[3].scatter(dF10r['seg_x'],dF10r['ssh_flag'],c='k',s=2)\n",
    "ax[3].grid()\n",
    "ax[3].set_ylim(-1,2)\n",
    "ax[3].set_yticks(np.arange(0,2,1))\n",
    "ax[3].set_yticklabels(['sea ice', 'sea surface'])\n",
    "ax[3].set_ylabel('ATL10 \\nssh flag',fontsize=12)\n",
    "ax[3].set_xlabel('Along track distance (km)',fontsize=12)\n",
    "\n",
    "for a in np.arange(0,4):\n",
    "    ax[a].set_xlim(dF10r['seg_x'].iloc[0],dF10r['seg_x'].iloc[-1])\n",
    "    width=1\n",
    "    for index, row in dF10r.iterrows():\n",
    "        x0 = row['seg_x'] \n",
    "        if row['ssh_flag'] > 0.5:\n",
    "            ax[a].axvline(x0,c='y',alpha=.3, linewidth=width)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extra stuff"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another key (and possibly overlooked) variable when using ATL10 is the quality flag. This is derived in ATL07 and describes the 'quality' of the functional (Gaussian) fit of the 150 ATL03 photons. Higher numbers (it goes from 1 to 5 with ) indicate a worse fit. In the r002 data only heights with a quality flag less than or equal to 3 are used, however this has been increased to 4 in r003.\n",
    "\n",
    "Let's take a look at this quality flag.."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Along track distance (km)')"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Note now that we color the scatter based on the quality flag\n",
    "# The second panel then shows the quality flag itself on the y-axis. \n",
    "# Here we are using the entire granule (as the regional subset quality flags are all 1!)\n",
    "\n",
    "fig,ax=plt.subplots(2,1,figsize=(12,8))\n",
    "\n",
    "ax[0].scatter(dF10['seg_x'],dF10['freeboard'],c=dF10['freeboard_quality'], vmin=0, vmax=3, s=2, cmap='viridis')\n",
    "ax[0].set_ylim(-0.1,2)\n",
    "ax[0].set_ylabel('Freeboard (m)',fontsize=12)\n",
    "mean=str(np.round(np.mean(dF10['freeboard']), 2))\n",
    "ax[0].annotate('Mean: '+mean, xy=(0.01, 0.9),xycoords='axes fraction', fontsize=12)\n",
    "\n",
    "ax[1].scatter(dF10['seg_x'],dF10['freeboard_quality'], c=dF10['freeboard_quality'], s=2, cmap='viridis')\n",
    "ax[1].set_ylabel('Quality flag',fontsize=12)\n",
    "ax[1].set_ylim(0,4)\n",
    "ax[1].set_xlabel('Along track distance (km)',fontsize=12)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>freeboard</th>\n",
       "      <th>freeboard_quality</th>\n",
       "      <th>height</th>\n",
       "      <th>ssh_flag</th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "      <th>delta_time</th>\n",
       "      <th>deltaTimeRel</th>\n",
       "      <th>height_segment_id</th>\n",
       "      <th>datetime</th>\n",
       "      <th>seg_x</th>\n",
       "      <th>snow_depth_W99</th>\n",
       "      <th>snow_density_W99</th>\n",
       "      <th>ice_thickness_W99</th>\n",
       "      <th>snow_depth_N</th>\n",
       "      <th>snow_density_N</th>\n",
       "      <th>ice_thickness_N</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.077381</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.037623</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-168.648556</td>\n",
       "      <td>73.745906</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.501606</td>\n",
       "      <td>969.0</td>\n",
       "      <td>2018-11-15 00:50:58.225562</td>\n",
       "      <td>1558.876121</td>\n",
       "      <td>0.184167</td>\n",
       "      <td>286.037556</td>\n",
       "      <td>0.223574</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.070254</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.044749</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-168.648610</td>\n",
       "      <td>73.746011</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.503267</td>\n",
       "      <td>970.0</td>\n",
       "      <td>2018-11-15 00:50:58.227223</td>\n",
       "      <td>1558.887933</td>\n",
       "      <td>0.184168</td>\n",
       "      <td>286.037480</td>\n",
       "      <td>0.202984</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.029698</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.085305</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-168.648625</td>\n",
       "      <td>73.746040</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.503734</td>\n",
       "      <td>971.0</td>\n",
       "      <td>2018-11-15 00:50:58.227690</td>\n",
       "      <td>1558.891248</td>\n",
       "      <td>0.184168</td>\n",
       "      <td>286.037459</td>\n",
       "      <td>0.085807</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.023347</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.091656</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-168.648647</td>\n",
       "      <td>73.746084</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.504422</td>\n",
       "      <td>972.0</td>\n",
       "      <td>2018-11-15 00:50:58.228379</td>\n",
       "      <td>1558.896143</td>\n",
       "      <td>0.184169</td>\n",
       "      <td>286.037427</td>\n",
       "      <td>0.067457</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-0.118993</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-168.648667</td>\n",
       "      <td>73.746124</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.505058</td>\n",
       "      <td>973.0</td>\n",
       "      <td>2018-11-15 00:50:58.229014</td>\n",
       "      <td>1558.900658</td>\n",
       "      <td>0.184169</td>\n",
       "      <td>286.037398</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   freeboard  freeboard_quality    height  ssh_flag         lon        lat  \\\n",
       "0   0.077381                1.0 -0.037623       0.0 -168.648556  73.745906   \n",
       "1   0.070254                1.0 -0.044749       0.0 -168.648610  73.746011   \n",
       "2   0.029698                1.0 -0.085305       0.0 -168.648625  73.746040   \n",
       "3   0.023347                1.0 -0.091656       0.0 -168.648647  73.746084   \n",
       "4   0.000000                1.0 -0.118993       1.0 -168.648667  73.746124   \n",
       "\n",
       "     delta_time  deltaTimeRel  height_segment_id                   datetime  \\\n",
       "0  2.747826e+07    219.501606              969.0 2018-11-15 00:50:58.225562   \n",
       "1  2.747826e+07    219.503267              970.0 2018-11-15 00:50:58.227223   \n",
       "2  2.747826e+07    219.503734              971.0 2018-11-15 00:50:58.227690   \n",
       "3  2.747826e+07    219.504422              972.0 2018-11-15 00:50:58.228379   \n",
       "4  2.747826e+07    219.505058              973.0 2018-11-15 00:50:58.229014   \n",
       "\n",
       "         seg_x  snow_depth_W99  snow_density_W99  ice_thickness_W99  \\\n",
       "0  1558.876121        0.184167        286.037556           0.223574   \n",
       "1  1558.887933        0.184168        286.037480           0.202984   \n",
       "2  1558.891248        0.184168        286.037459           0.085807   \n",
       "3  1558.896143        0.184169        286.037427           0.067457   \n",
       "4  1558.900658        0.184169        286.037398           0.000000   \n",
       "\n",
       "   snow_depth_N  snow_density_N  ice_thickness_N  \n",
       "0           NaN             NaN              NaN  \n",
       "1           NaN             NaN              NaN  \n",
       "2           NaN             NaN              NaN  \n",
       "3           NaN             NaN              NaN  \n",
       "4           NaN             NaN              NaN  "
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Now let's impose a stricter quality_flag mask on the data and assign this to a new dataframe\n",
    "# Quality\n",
    "dF10_q = dF10.copy()\n",
    "dF10_q[dF10['freeboard_quality'] > 1] = np.nan\n",
    "dF10_q.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Along track distance (km)')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OIc6UslfRO/vExMToTZs2NXYYQoizxLGflUrJelHR/FhtNl6fvxKF4skbhmE0NGwtBK01I578P4pMZbz7wFgGdm3XoM8Xoj4ppTZrrWOqOicz2kII4QRJsEVzZLNpXp23nJSsfNbvTQTg+qG9iApv2PXapWYLZqsVq82Gh5ukHuLcUeN3u6MN+q3AlUBvwB/IA7YDvwFfa60z6jtIIYQQQpy61JwCflgXC8CwPlGE+nkT2TKoweP4c1cCJSYzVq3pFiEbisW5o9pEWyn1KjARe7OYL4E9QAHgC3QFhgJblFKztdZPN0CsQgghhDgFrYJ8uXvkAApKSnls/EW4GBunfUbf6Db0igonunWI0+X9hDgb1PTdngx01FqXVnFuKzBHKeUB3F0vkQkhhBDijFhtmkOpWRSVmrFYbY2WaAf6ePLlv65vlGcL0Ziq/Rentf6gmiS74hiTo326EEI0K1abjUc++pGJr82hoNjU2OEIUS/ScgpYvvUg6/ckcjA5s1FjWb83kVl/bMZskc6Q4tzh9Ps3SqlIoBfgU/G41npO3YYkhBD1L6/QxF+7EjAYFPuTMukX3aaxQxKizoUH+/HouCEUl5pPe2305v1HOZqZx1UDu512l8a0nAImvbcABQT6enHlgK6ndR8hmhunEm2l1H+A/wK7gJIKpzQgibYQotkJ8vPipdsvJ7ughPOiWjd2OELUC6UUE0f0O+3ry8wW7n/vewxKEeTryZCeHU7rPnsS0wB70tAtokWVY0rKzEz+6EfcXF145/4xuLpIzXrR/Dk7o/0voJ/Wend9BiOEEA1pZH+ZVROiJq4uRvpFtyEhLYeOZ9DCXaHKZ8PbhAZUOeZwWg5bDyaj0aRkFxDRoupxQjQnzibaWUBCPcYhhBBCiCZGKcWnj157xvfpEB6Mn6c7kS2Dqt2Q2blNKI+OG4Kbi1GSbHHWcKozpFJqJHAz8C6QXvGc1jrRieunA6OBdK11jyrO3ww85fiyEJiktd7uOJeAvaygFbBU13nnRNIZUgghhBBC1LeaOkM6W+fHDbgM2IB9ZvvYxyEnr58BXFHD+UPAUK11L+Al4LMTzl+ste7jbJIthBBCCOfZbLVPup0prTUWq+2M7/PV0o089slP5BaW1D5YiEbmbKL9MTAF8ANcK3y4OXOx1noNkF3D+b+01jmOL/8BZPu/EEKIJqGk1MzVU7/iquemU1BSY9XbZumbPzZz/oPvMnPZ5np9zu1vzmPw5A/YeyS99sHV0Frz0U9/si72EGt3xtdhdELUD2cTbRfgK611odbaWvGjHmK6C3t792M08LtSarNS6t56eJ4QQogzoLXmQFImpWZLY4dSL7ILiknOyictp4DMvKLGDqfOxR5KwWBQxB5KqdfnxCVnoZQiKSPvtO+hlOKJ64dxWb/ODOsdVYfRCVE/nF2j/QT22etp2pkLqr5HJPBLVWu0K4y5GPvs+YVa6yzHsXCtdbJSqgWwDHjYMUNe1fX3AvcCRERE9Dt8+PDphCqEEOIUzPpjM+8uXEvvqPCztvvfn7sSsNpsXHSa5e1qorXmcFoObUIDGqVzY0GxibWxhxjSoz2+Xh51fn+tNZ8vXk9iRg7D+0QzrHcUSp1ePW4hmqK6WKP9CPA8UKiUSqz4UYdB9gK+AMYeS7IBtNbJjl/TgR+A/tXdQ2v9mdY6RmsdExoaWlehCSGEqMHGfUewac3+oxmNHUq9Gdw9sl6SbID/+/UfrntpJlNnLq2X+9dmd2I681dtZ//RM+8cWWwqw2qrvA47I6+Iz379h9837cff20OSbHFOcTbRngiMAEYBt5zwccaUUhHAQuAWrfX+Cse9lVK+xz7HviEzti6eKYQQm/cfZcW2g40dRrN3Wb9OAFzQrV0jR1K3lm7axx1vzqv3FxBWxwbBxmpN/tXSDew8lMLXy86sUtf2+GSG/esTJr5auY9dqL8344f0ZFjvKLpHtqz2+vTcQpZvPYDZKi3axdnDqTraWuvVZ/IQpdRcYBgQopQ6CkzFvpkSrfWn2LtOBgMfO17pHivjFwb84DjmAszRWi85k1iEEM3bj3/Gcjgth4euHozRcPpvs+cWltg73hkMfP7YdfTq0KoOozy3XDmwGxf1jsLHw6n98c3G//3yNwlpOfywbidP3XhJvT1n0lWDGN43mqhWwfX2jJo8cvUQZi7bxB2Xn39G98nKL8ZgUKTmFFQ6rpTiPxOG13r9pPcWcCQjl4fGXsitl55+N0shmpJqE22l1CPA/2mtq91irZRyB+7TWr9f00O01hNqOX83cHcVx+OB3jVdK4Q4d+QUFPPirGUAhPh7c/Pwvqd9L28PNzq0Cia3sITwYL+6CvGc5evpXv55Qmo2SVn5DOrWrlkvE3j6xkv4Yd3OM/o+c4bBoOjStuq25HUhr8iEzWYj0NeryvPd2oXx2t1XnvFzLu4dxUcPj6N1iP9J50pKzfxn+mK6tW3BvaMvqPL66DYhJKRl075lIBarjdfmrcDFaODJ6y8u7yopRHNT04x2S+CgUmoxsBrYh71xjC/QCfsM9UhgZj3HKIQQAHh7uuHmYsRssdKl7Zntw3B1MTL/WedWvyVn5XPTtFm0CvJj1n9uOqOZ9LOdzaa56dXZaK15/Z7R9bauuSH07xJB/y4RjR3GGckrMjH62S+x2mwsmHobrYLq70WlUop+naquzvv54n9YsyOeNTviufWyGDzcXE8a8+qdo3jp9itwNRrZdySdn/6KRQM3DOtD+5ZB9Ra3EPWp2kRbaz1FKfU/4HbsJfd6AgFADrADWAxMqbhxUQgh6pObiwur3n6AUrMFf+9Tq46QlV/E2p2HGN43utLsqzOSMvMwlVmIS8mizGzF010S7eooBe1aBHIoNZuWgb6NHc45z6Y1VpsNrXWDNKWpztBeUcxctplAX0/cXatOPZRSuBqNAESFh3DNhT1xNRpo1yIQrTWlZisebk6teBWiyXCqvF9zJC3YhRAVTXpvARv3H2H0gK48f+vlp3St1ppV2+MI8femZ3tZy10brTUWm608aTrXmS1WXIyGRltGk5ZTgNVmIzz45CUdAKVmC2t2xDO0VxRurk3z7+zZGb/x2/q9TLtrFJfHdG7scISopC7K+wkhRLMW06kNBqU4r+OpN55VSnFxn46SZDup4szkuW57XDKDJn/I3f/7rtFiyMovJj23sNrzE6bN4qkvfmXia7PrNY7aJvay8ouY9N73fL9m+0nnElJyMBoNJKblVHGlEE2XvAcjhDgnuLu64OnmivdZVhmjKTBbrfwVm0DP9q0I8qt6w925KjkrH4NBkZCa3SjPz8wr4o4354FSzJ1yMx2qqGxicMy0G+pxxv1Qaja3vDaHqPBgZjxxY5Wz+9PmLGf93iNs2HuEay+qXAfhg4euZkd8CoN6RNZbjELUB0m0hRDnhJXb4yg0lbIuNp4RfaMbO5yzyowlG/n8t/V0ahPKrKdvauxwmpQrzu+Mr5d7o23mK7NYMTvqdJeUmasc8+/rhvHWt6t4/Lqh9RZHYnoOFquNvUcysNo0LsaTE+1j8VW1hjvQ14uh0nJdNEOSaAshzgkv3X45y7ceZPTAbo0dylknIiwQq9VGB6kMcRKlFBf2aN9oz/f2cMPTzQWbTRNUTXm/r3/fRHxqNt8s20z/zvVTZeW8qHB8vdzxdHPFbLWSkVfIG/NXckVMFy4/377mek9iOmDfwCnE2aKmOtpOrd/WWttqHyWEEHXrSEYu2w4mcXlMZ9yqqWJQ0aK/d/PZr//g6e7CtUOkPH9dujymM0N7ReHeRDfSnQmtdbOuBe7v7cEvr9yN1WojxN+7yjEPjh2Ml4crd10x4JTubbZaefKzXzBbbbx931XVVhMBSEjLIbewhFxKyM4v5v9++ZvVO+KJTUgtT7T/N2kMs5Zt5rbLam6cM3v5FrbFJfHszZeecvUhIRpaTf87WQBnXlaefT9ZhRBN3oMfLCQlK5/sghJuu6zKzd6V7ExIxWBQxB5K49ohDRDgOeZsLLv2+rwVfLdmB6/dPYoRfTs1djinLdDHs8bzPSJb8vZ9Y075vkkZeayLPQQoDqfl0KlN1bXti0xlTHp/IVabxs1oYMr0xcQmpOLqYuSx8ReVjzsvqjXnRbWu9bnvLlwDwJCeHRhzQfdTjluIhlTTT8aK73VdCVwLvAocBtoBTwEL6i80IYSoXniQH8mZ+bQKdq5W80u3X8FfuxIY2qv5NlARDWtnQipKKfYkpjP8vGh++nsXnq6u5TOw57p2YYFMHjcEi8VGdOuQasdZrTasjnXiXp5u7E5IQ2voFtGCUf271viMbXFJ/OvTRYy5oBuTx9mT8kfHXcS2uGSG9pI126Lpq6lhzeFjnyulHgditNa5jkP7lVKbgE3AJ/UbohBCnCw+JQub1iSkOlfuy8vdldYhflV2pBNVW7x+D/EpWUwaM6jGbphmq5V/dh+mR/tWtc6eNifv3D+GjfuPcEmfaPYdzWDanOVorenZoRXhwfXXYbEulZaZGTt1BqVmCz88fzsBdfj3o5Ri4vB+tY7z8/Zg4fO3k51fRMsgX974dhW5hSWYyiwkZeZV2bL9mA17j5BbZOKPrQfLE+2bh/fl2ot64eYib6iLps/Z9/r8AS8gt8IxL8dxIYRoUFprOrUJxXoknUv6dHTqmudmLGHVtjiuH9abf183rH4DPAsUmUp5dsYSAHy83Lm9hnWzM5Zu5LNf/yEqPIR5z0xsqBDrXWiAT/mMa9vQADqGh+Dh5kJIMyphuO9oRnkN7TU746tcanE0I5dF/+xm7KAedfoCYuO+I7z53Squ7N8VPy93Xp79B8qgeHfSGB79+Ge01qzeEcdNl/St9h43D++Lp7srA7oc36S5eMMenv1qCWMHdWfqLZfVWbxC1AdnE+2vgT+UUu8CR4C2wCOO40II0aByi0z8vfswRqOBzPwiOtbwtvUxfl4e2LTGz0s2TznD3dUFF4MBi81Gx/Bg1u9NJNTfu8o6zBaLDatNcyglC6vNVuPsd3Pl7eHGnCk3N3YYp8zH83jd+DB/nyrHvDZ/JX/tSmD/0QzemTS2zp793ertHEzK5P0f12I0KPumL5tm5bY4bFqjgEt6H3+hvGTjXn5Zv4enb7iYNqEBgP3P/ZYRlWfNE1JzcDEaiE/JqrNYhagvzibaTwIHgRuAcCAF+BD4vJ7iEkKIagV4e3DXyAGk5xZwXsfaN08BTJkwnLtHDiAssOpkoyalZgurtscR06kNwX5VV24421htGqu24WI0sDcxnS+WbABgzdsPnFTlJbfYBNh3zyuOV+hYsnEvhSWljB/Sq1lX7miOsvKLWLhuJ9Gtj29QtFVT3+DKAV05cDSDkefXvF66KlabjSc++4W8IhPvP3h1pYZQD44djNlqZV1sAmEBvgT4eJCZX8QNw3rzy/o9mC1Wftmwh0HdIjGVmXl34VrScwtZ9PduJo0ZxNe/b2LRP7uYdueoShst7xk1gK4RLegTFX7K8QrR0GpNtJVSRmA5cLnW+tPTeYhSajowGkjXWveo4rwC3gNGAcXA7VrrLY5zVzjOGYEvtNavnU4MQoizh1IKT3dXdh5KrbHaQUUGg8Lfx+O0Er5pc5az6J/duLkYWfvug+dEe3E3FyMX9+5IfEoWfaPbYFiykZZBvrhU8XsPdSylcHMxcuyPNy2ngGe/WoLBoOgSEUaPyJYNGX6dsNps/LZxLx1aBtGtXf3Fn5FXyI9/xnJZv860Cwusk3t+suhvfli3k3YtAsqPfbNsM0G+XnRu26LS2JHnd2Hk+V1O6znZ+cWs2RGPwaA4kJRBnwpVQ9qFBfLWfVcx9eulGJRi8Ya9AOw7kmGvp22xkpCaw+eL16OwLxP5fs0O8h0v3Oau3EpGbiErtx+s9G/c1cXIxU4uGROisdX6/p7W2oq9AsmZTEfMAK6o4fxIINrxcS+ODZaOJP8jx/luwASllHSbEEIwb+VWElKzWb0jrtax6/cmctFjHzF48oe8+e3KU37WsbbiVpsNq7XpN9PYcuAoFzzyPo99/ONp30MpxVv3XcXC52+nb3QbVr49ie+euxWD4eT/Co51HiwuNVNqtgL2P7OYTm2Ibh1CZB0ljw1t+dE8d34AACAASURBVNYDvPTNMu56+1v0CU1USkrNFJnK6uQ5H/ywjk8W/c3zM5dWOp5TWMKdb83nlTl/VHvttrgkkrPyTjo+/Lxogv29ubTf8Qop/+xN5LV5K+ok5mNCA3x45qbhTLpqEL3anzzDvHp7HIs32JeEaDQ2rYloEUhEiwC83F25PKYTgT6euBoNzF25lYKSUr5fuxOAx8dfxKDukYwb3LNOYxaiITm7dOQF4FOl1FTgKBXqazvTsEZrvUYpFVnDkLHATG3/SfaPUipAKdUKiAQOaq3jAZRS8xxjdzsZtxDiLDXtrlGs3h7HdRfV3nxmxtKNFDqSouVbDnBhjw68s2A1D429kIucKPc3+ZohDOoWSVigT5OuF222Wvn5r10s33KAUrOV1TsP1cl9E9NzuWnaLFqH+DN3ysSTku3LYzrz9e+baBsaUN60xtVo5NNHr62T5zeWjuEheLq70T0yrNI7IflFJkY/Nx2btvHj83dU2wgG4GBSJve/t4ABXSJ45c6RVY6JCg/BaFB0DK+8/n3rwSRiE1LZFpfME9cNO2nJzt+7D/PYpz/hajSy+u0HKv29XNCtHb+/di+HUrL4/Lf1AAT7etW48fB0XXNh1YlwVn4RuxJSy79u4e9DTOe2TJu7nANJmVw/tDdDenZg8Svt+WX9bp6f+TsAHcODSEzPZerM3zFbrCz6ZzdKKbpFtGBA13Z1Hr8Q9cnZ/zG+cPx6S4VjCnvCXRfvobbGvsnymKOOY1UdP7XWVUKIs1K/6Db0i27j1NiHr76Qne98S3GphfS8Ij795S8OJmcxd+VWpxJtgPM7tz2TcBvE4vV7eW3eSo7tRfT1cq+T+6Zk5WGx2khIzcZsteJuqPxfR4dWwfz9/sMnLcvZfOAIplILgxuxBfmZ6NAqmFVvTzrpeKnFgtliQWswlZlrvEdsQip5RSWs2Rlf7ZgDSRlYbZq9RzIqHb+weyQ3D+9Lh1bBVXY/DfT1RGsI9vOiuhVRYYG+uBoNmK02ukS0YPh50RSbyvCqsJa6ru1KSKW41MyL3/xOanY+Ph5uWG2aPh3Dee7mESxYu5Nv/tjMiL7RgH1ZV8fw4xua41Ky+W3jHkrNFgByi0qYu2IrRoOBfz54pN7iFqI+OJto1/dPyap+ROgajld9E6Xuxb70hIiIiOqGCSGaqV//2U1BSSljB/XA0732etgHkzIJC/ShW7sw3n/wGh764AcsVhuDukXSMTyEGy8+r9Z72GyaH/+KZdX2OAZ2ieCm4XU/I1hXurULw8/Lndah/uw7koGrsW6qf/TvEsEb946mRYBPlW22bTbNss37advCv3wtc2J6Dvf873sAPnlkPAO6nj0/k0P9fZg7ZSI2rcurY1TnygFdMVusdG0XVu2Yu0cOQAHXDq387oybqwuTr6m+jWmXti1Y8eb9uLu6VLv3wMvDjRlP3sjXv2+iVZAf97zzHdvjknnvgbHlL4Dyikys3RnP0F4d8HVU5bFYbZSZLbUm5BbHsiEXx/daTkExd741H6UU7cICsWHvDKmB3zft58r+XRk9sCvjhvSs9L3UrV0Yr989ipdm/cH5XdpyzeCeJKRkM6JfJzq1CWX19nj6RdvXf+cWlpCVX0RUeO3VhoRobE4l2hWb19STo9hLBh7TBkgG3Ko5XiWt9WfAZwAxMTFNfyGlEMJpaTkFTJ35O1pr3vh2FdcP7U16biFPXD+MVkEn1/5dvT2OJz7/BXcXI21bBPLOpDEseP429h3JYEjP9k6XoFu7M55X5y7HatOsiz3EdcN6N9nNkNGtQ1j+5v1orflr92Hat6ybtdFKKS7qWf3M/9qd8fx35lLQmj/fexgXo4Gi0uMzvZl5hXUSR1MS2TLIqXGuLkauG1rz8qasgmL2JWWSnnPqf07etSTCWmsWr9/D7sQ0lm3Zj5uLCwaDIjWnALDvO7j77W85lJrNZf06Me2uUWitueHlbziakctXT9xIt2peJBSWlHL11BlYrFZ+eP52An298HR3I9jPmyJTGe89MJbCkjJufOUbtLbPkk3+5CdcjEaCfb1Y9PKdlf4dlpRZKCkzs2ZHPE/dcAkaMChF29AAvnvuFo5m5mGz2bj2xZkUlpTy3gNjZSmJaPKcXmyolBoDDAVCqDDTrLW+tQ7i+Bl4yLEGewCQp7VOUUplANFKqfZAEnAjcFMdPE8I0cwE+3nTv0tbtsenUGa2r9ssKTXTuW0o9115AQAJqdnEJWdxcZ+OuLoasdk0RaVmDiRlsHH/EUYP6FZlUl6T9q2C8XRzRaO5YVifJptkV6SUIizAB2+Pulk6UpvIlkF4uLnQ0bHWGKBdaABuLkYsNht9nCzB2FTlF5koNJXVWzfIhWt3cjApk2/+2Myl/TrV6b2TMvOYvWIrAJ7urtx2aT96tg8vbwCzad8R4lOz0JpKlT3ScwtRSpFdUFztvfOKTeQUlqCA7IJiAn298HBz4ZeX70KjMRoMpOUU4GI0YrFasWnQGswWK6k5BTz+yc88dPWFRLcOQWvNgrU7MBoMPDx2MN+t3s7vm/ezYd8RLu7TkUc+/pHN+4/yr2uH4u5qJL9Y4yqdIUUz4FSi7dgEeT8wD7gO+D/sCe98J6+fCwwDQpRSR4GpgCuAo2TgYuyl/Q5iL+93h+OcRSn1ELAU+1rw6VrrXU7+3oQQZxEXo4GPHxlPdn4xf+1OwKY1SzftY/SA44WI7nxrPkWlZp6bOILRA7qx6OU72R6XzIGkTEacd3oJTE5hMcWlZmxas++ENbRN1brYQ/zr058J8vPmt2l31/vz2oUFsuTVe3A1GsuXMOQVmzBbbRiUIjOvqMY2202Z2WJl7NSvKCk189UTN9A1ovolIKfrvtEX4OHmwvghvU46t2LrAeas3MqT119caxnLwpJSDqVm0yOyZfnfQ1Z+Ufn5AG9P+neO4LkZS7i4T0cev3Yondu2oFObUMICfLn10hjA/kJt/rO3kJqdz3kdWzNl+mIOpWTz4cPXlNeRLygp5Ztlm+2ZswJbhfeQ7Zsy7c/fvP8oZRZr+bkQPy8y8+3J+9rYQ+xOTOP31+7lYHImexLT7UtOWgaRusfxRrqj2kt50RcF3//3NgpKSmkRcOo18YVoaM4u4LsTuFRr/RhQ5vj1KuxVQWqltZ6gtW6ltXbVWrfRWn+ptf70WF1ubfeg1jpKa91Ta72pwrWLtdadHOdeObXfnhCiOdqTmMZlT3/G6yeUIlv09y4e+vAHps5citli5aOHx1VK4Dq3bQFaExkWRF6RiVl/bCHAx5OHr76wUrUQU5mZxet3V1kW7URa6/LSbjviU7Daai201OhcXYxoKK8AUlfKzBY27E0s36R2zP6jGQz71ydc++LX5X9WbkYjN13ch6sHd6dbZN0np40hO7+Y7PzqZ3hPV0SLAJ6beGmVSzQ+XvQXWw4k8f2aHbXe54H3F3LX29/y7ert5ceiwkPwdHzvZ+QVsmTTPpKzC1j0j714V4CPJ3OnTOTdB8ZWqloSHuxH3+g2lJqtLN24j7iULHYeOl5BZN7KrXy7ejte7q74+3jy0AcLq/yz2Z2YXulrTzfX8nc9wP7i4MOf/mTCtNkM7BrBtUN6EtEigGG9O+Lp5kLH1iEMffxjOrQMYt4zE7lhaB883V0lyRbNhrOJdoDWOtbxeZlSylVrvQH7UhIhhKhTWw4kkZ1fzLItB8qPpeUU8MI3y9h7JB2DUqTlFJCaXVDpuk8mj+fv9x+hR2RLvl21jXkrtzJl+m8n3f+Gl77h2RlLuf6lb2qNpU9Ua1647XJcjQZKysyVZueaqgFdIlj00p3MfWYiYF+He2Id6NPx2vyVPPThD7w4axlgX1Ix/oWvefD9hZgtVo5m5mG1aY5k5HLls1/y3Zod+Ht5YFTNsyV7XHIWY56bzsAuEXwyeTz//uwXxvx3OnlFpgaL4YnrhjGsVwfGXFB7CwkfTzdsNo1PhXXbnu6uPD1hOA+NHcQj11zI+Z3aorWuMVHVWvPfr5cy8dU5FJvKuHn4eZzfqQ0DK2xoHdQtkpZBvlxzYU/yi0rJLTKxMyGFG1+ZxRsVatXfemk/ukUcb5CTlJXPm/eM5liuHd0mFIvVigIycouYu3IbE6bNpqCklJIyC5v2H6XIVMa6XQlEhYdIh1HR7Dj70y9OKdXd8XksMEkpdQuQUz9hCSHOZeOG9OTRcUN474Gx5ceOrdHu0jaE/90/hq0Hkxn93Jcs2bi30rUGg8Jm08xfvR0NjDgv+qT7a8f/1YG+nk7FU2QqxcPNlUlXDcLTrfZqJ42t1Gzh98372XM4jf1HMxg8+UNufX3uGd83xM8bq81GqKNu9MHkTBJSs8kqKMagFJ3bhOJiNGCx2hP7MouVr5dtZtfh1Fru3DR98ONa0nILWbp5f/nvWUOdvGhxVt/oNuw4lMrd//uOg0mZNY59aOyF3HVFf4ZV6Jq4bPN+Xp61jC9/28jE4f0oLi2zv2gsrVyWsKCktPzzMouVX//Zzf6kDDbtP8LsFVvZuP8oG/cdr7bbPbIli1+5m8evHcrHj4zj2ZuGk5VfTFxyZqXZ9/xiE4fTjqcKNq05nJ5TvtTE1WjkkWuG8M3TN5WXKCwpNXPg6PFlWrddGoNB2Tu0CtHcOLsZ8lngWCX9/wCzAR/ggfoISghxbvN0c2XiiH6VjhkNivTcQo6k5xLi701WfhE2m2ZPYhpXVNE+2mqz4eZi5PLz7Z3xtNbkFZkI8PHktbtGMeP3Tdx75UCn4nnvh3WYyizMXbGFOy4//8x/g/Vs0d+7eGfBGlyNBl67+0oA4lKy0Fqf1oxganYBN77yDSF+3iyZdk95gxaDUiil7JVg7hldXsKvfcsg5j17C+//sBaL1UZ065rXFjdVl5zXkTWOpj9FpjIiWgTg7uqClxOlJU9Fdn4xft4e5SXyjrHZND//vYviUnuzpROX7Jzoqc9/ITm7AKPRUP69HRUegrurC72i7F0bB3ZtR+e2LRjS83jV3re/W8XsFVu5d9QA7r9qEO6uLky7axSH03IY1ieKEX07cTgth+7VtKH39nDl5TnLCfLxZPyFvYjpfLy+/e1vzKP4hKT+9837yj9Pzy3AaDDQpW0LDiYffyFxbMY9unUIkS0DSc7K56e/Yply0/Aa/wyEaGqcLe+3uMLn64GONQwXQpxDTGUW1sXGc37nCPy9PWocu3p7HFvjkrl31IBTbpihtT3hs2nNf75cTJCvF6TlsCsh7aSxBoNi4dTbyCksYV1sAnNWbKWopJQN+47w4NhB7IhPYe3OQxQUl/LJ5PE1PrfYVIabixFTmQVvz/pr8lGXNu63zzyarTZah/jzxr2jaRsacNpvuy/6Zzf5xaXkF5eCovw+PTu04s6R/fHzdOfiPlGV7h8ZFkjf6DbkF5twdWl+S0fe+m4Vv67fQ5e2LQj09cRssXIoNRutNZn5RYQH183mzjU743n8k5/p2b4lXz1xY6Vz63Yd4o35K7HabMx6+ia61LIRc0TfaH7+ezf9uxyvihvdOoQ17zxY/vWq7XHsPpzGwaRM7hk1kMw8+3INsC+VOcbFYAC0oyNjGJ5urnh62F9gmMoslfY8FJeaUdg3wH6/dgd7j6Qzoq9987G3h9tJifaexOOz1cmZ+bz17SoKTKVYrPZpbg83FzT2DdCuLkYui+lMcnY+PRyJvs2m2XskrbwikBBN2amU94sGJmDv1pgEzNVaH6j5KiHE2e69H9awYM1O+nVqU2vS+vSXv2K22ohoEcC4ato2V8dgsFdCuOPNeSSm55KRV0igjyf3j76gyvFLNu5jT2IaizfsBXT5W9W/bdjL5GuGkJieyw3Dam/f/vLsP+wJJnA4LRez1dpoJf5SsvPx8XTH17Pmsn09I1uxbLP9x7OXu2uNNbCdMe7Cnvz4507Cg/0J8TvebtxoMPDAVYOqvCYtp5D3Fq4FoKikjIevubBZJUUrth0kr8hEXpGJKRMuIbJlEK2C/PD2cCMs0LfW68vMFtJzC2ttaJOWXYDWmpQT9huAvQW8j6c7bVsE2Df61mLyuIuYPO6iGsd0jwzDw82Fnu1bAaAUuLkYsWobj4yzN8cpLTPzxOe/AGAym5mxdDMuBgPDekdxKDWbD35cx31XDuQ+x7+9mE5t+frJG5n5x2Z+27CXfUeOb4D8ZPJ4Jr23gPAgPw6lZRPo7cHhjOObkDu1Dmbeqm2VYvRyd+XiPlH8vnk/rYP9MBhUeQlPgK+XbeKTn/9y6meOEI3N2fJ+V2FfLvILcBjoDGxSSt2itf65HuMTQjRxHcNDsNhsdGpTe5e2G4b1YcPeRAaeYpMJm02zeMMeWgX5YXVkzCWlFkrLrHRvf/ztbK01j3z0I4fTcjiamYfRYGDU+V3IKynln90JmK02hveJZkjPDgzp2YE/Yw/x6/o9jOrfpdrZ3ogWlRMlFycb3dS12IRU7nxrPj4ebix7474aG+4YjAqjQWFQCtsZrCdOzy3km2WbGdyjHcF+3rQJdX4W18fDDaXA6lgvHx7iz8Qm3FXzRO9OGssdb86jpMzCG9+uIrp1KCnZ+dhsmuz8YkJrqXrx4Ac/sDUuiRduvZwrB3StdlyJo4V7SRWt3JOz8igqLWP/0QwsVttp1402lVl4Y/5KVm0/SM/2rSguNbNhbyJgX6YVEuCNzaYJ9LHvWbBWqNU3zzHb7eXhyub9R8kpLMZoMBCXcnz2e83OeAqKSwl27HmwVKjMs2FvIpl5RWTmF9lL9J3w7bg/yX6fti38SUw/loBrfv57N/84SvwtXLeT1iH+/PzSnY6YXbBpjUczeuEmzl3OzmhPA8Zqrcu3EiulhgEfYm82I4Q4R40f0osxF3R3Kgl4tJbZtur8vTuBl2Yvw2bTXNijA6t3xOHv7cELt11eaZbUZLbw9+7DGAyKked3odBUyr+uH4a/t4f9Lf+8IkL8vckpLOG/Xy/lr12HcDEYaB3iR5+oqpuq3DyiH58tXn9acdelvYnpWKw2cotMmC02jG5VJ9qb9x/l7e9W28sbGxTmM6iS8uVvG/huzXaWbz1AZn4RuxJSefrGS6psw56WU4CXu2t5C++E9OzyhM3bw628fXZz0alNKD6e7pSUWbBYbfRs34oHxwzC39uz1iQb7OupDaha11UP7RXFbxv2MqLv8U27G/cdYXtcEhd0iwQNwf7elUrvJWflc/fb3xIVHsy9Vw7kv18v5cZhfbhhWJ+T7h+fksVNr87GYrGBgiBHMn2sLGZ2QTEpWQUoBZl5Rfh4uuPp7kq7sAAOp+VSZrYnzfnFpcxbtY1PJ4/jkvOi6d/ZvjwlI6+Qxz/5CZuGQB9PjAZFiK8XN0+bzZUDu9G/c1uC/bzJdNTzjgoPZmvc8QbPx/Lu40k2ZBeYGNKjPe8uXFPeUfJoZh5pOQWEBfpyw7A+DOnZofydBa019737PQeSMvn6yRuJaFE3HVGFqAvOJtptgLUnHFvnOC6EOMtl5Rfx2a/rubRfNDGd2p50vr47tHUIDybQx4u2oQHcemlfQPPAVYOIPqGBh6ebK+89eDXJmXlEtwnhcGoOfl72ZRYL1+3kk0V/M2XCJeQVmfgz1r7JrWWQL+1q+I/Z19Od8GA/krPyAXtFhFNdX14XurULw8VowN/Lo9o1z7EJqTz4wUIUij4dWzH5miFEhdf+TkN1hvZuz7It+7jqgq5orYhsGVhlkv392h1Mm7Mco0Gx9NV7CPLzJio8BC93V8xWKwun3la+gbI5KSg+XsZvyaa9zF6+hX9fN8ypaz+dPJ4jGbm1NplpFxZYXobxmMc++QlTmYUAXy+Wv3E/+SUmjAYDxaYylEGx/2gGmflFZOQVEhEWyOG0HOau3HZSop2ZV8iKrQfQNo2L0cAjV1+Im6sLv2zYU14P3tPdFR9PN3w83Wld4R2L7u1a4ubiQpxjg6KnmwsXdIukZ/tWuFX4Hgjw9iSiRSAJaTnkFpVw1xX9Wb8nkZ0Jqew7msGmjx/lqydu4KrnpgNUSrIBjApG9OvM0k3HN0j2jGxJZMsgLurZgdU74gH7eu0rn/mS524ewZCeHcgvNpW/WLBpzba4ZJRSxKdkS6ItmhRnE+1twL+A1ysce9xxXAhxlpu/ahvfrdnO2p3xLHay02CZ2cL0pRuJbh3CcEeJPa31ab0F3irIjyWv3gPAtS9+TXxKNmEBvjw94ZKTxg7uHonZYmXAw+8D9s6Ot1/en9827iW7oJg/th4oTxYV8Nlj1xHo61Xj84f2imLuyq14uBobJckGe6L927S78XJ3q3bZSJCvFy5GA8F+3nw6+Vp74xqtWbMjnrYtAujQKrjK66rz8c9/k1to4o8tB1kw9TZyC0tYuzOeQd0jK8WwIz4FsC85WLgull4dWvHKnD8wmS24GAzkFJY0y0T7/C4RrN15CAXMXbGVzPxi5q7axmUxnWu91svDzal11VUZ1D2SbQeT6RfdmpfmLGPZ5v08OGYw05dswMVo4McX7+DpGy+hbWgA7VsGYUBxWUzlzqdzV2zlze9WlS8figj1Z96qbVx7UU+sNl0+k3w0I4/iUjOFJaUUm8z4exuxWG2OvQ1wUa8OHE7L4flbLqV3Fe/6uLoYeXDMYJ764ldsWjN9yUa8PFxRQJcI+4uMtNz8Stc8O3EEL8/6AwBvT3devWsU44b04L53FgDQ21Eh5X/3j+GxT35izc5DWG02jMpAQUkp17/8DQUlpfzvvqsY3KM9RoOB6f++gcT0nDPejyBEXXM20Z4ELFJKTQaOABFAITCmvgITQjQdI/p2YvWOeK4e1MOp8b+u381zM5ailL1ayF/vPoSHuyt3vjWfXYfT+OLx6+nVodVpxXLLiH7M+mMz7m4u/LPncKX13h///Cd/7z7MC7deVn4sNsFew3nqLZfx47pYlm87UF4zWGOvoDF3xRZmr9jKK3eMLP9PvqJHxw+hV4dW5RvIGkuwX83JaniwHyvfnkR+kYnb35xH14gWDO7env98uRiDQfHnuw85XXmkzGxh92F7RZdjCfqY56ZTaCojMiyQhc/fXj72yeuHcSTdvi5+SM/2TJu7nCOODW/d24dxx1vz6No2jM8fv+40fteN51hDpGMVMIB62Qi7PS6ZFdsOcPtl5+Pm6sKq7XEYlCKnoIScghIMSpGUmYvFasNis2Gz6vLNxGaLlb7RrQkP9iM9t5BgPy+MBgNZBUUYDap8+U6i4+9jyUb7zHFOQQkAvTq04vlbLsPf26O8apCri5HWwX4kZeUT4O2BW+sQXpmzgo8fGXfSC6a8IhMms5kWgT64uxg5nJ6L1WpDAz6e7qTlFPDAuwsqXdPS//jSmwLHRuMOYcdfBB574aaUYpfj36/W8J+bL+HqQT2Yv2ob2QXFzFq+hbe+X827k8bSI7IlPSKrLj8oRGNyaleP1nov0BW4HngbuA7oprXeU4+xCSGaiE5tQpn/7C1MuOQ8p8b/ucu+iUlre1WDm16djdaag8lZKCAlK7/mG9Qgv9jeMW7Oiq089MEPldYgz1q+hT2J6cz4fWP5MR9PdyxWG6/PX8mclZs5mplHTkEJRoNCAZv2JfL+j+tIzsrnzW9XVflMV6ORQd0jaRVUe7WJxuZqNDJtznL2JKazcF0sbi5GlLJvWj2V8n5uri5c2b8LLQN9uOmS85jwyqzyes7puYXc9sY8tsUlAfYygodSs8nOLyY1p4D7rxpU3mZ7e3wKZWYrOw+lNGijlzNVUGwiv8jeUtzD1YUnb7iYy2M68+/r6r4h8rNf/cY3f2xh1ootuLu60C4sEHc3F1oF+/HG3Vfi7eHGr+v38updI5k3ZSJBfvZ3YDJyC/lk0V889cWv3PLaXEZN+YKnv7BX471/9CA+emQcAd6VK9T0cbyQNDi+FwqKS3nj25U889Vv5BaWlI97+/4x3HppP+4eOYDlWw+QkJZdZeOhxz/9malfLyU1u4DD6bkAlJRZaB3iz/gLe5FfXIqm8vfdwx//WP65BrYeTOKjn/8sP5bnWLIzb9VWsgqOx3QoJRulFOEhfgCs35vIkfTc8o2dQjRFTpf3w9EQq8KHrebhQohzlda2Cp9Dak4Bv27YQ2mZGR8v95Pe5nZWSamZdxasAey1dgd0aVepyccrd4xk8/6jXNizPb+s31v+/O1xyfy1K6F8XIdWQaAhPjWbGb9vZkCXdqzZGc/I/lUvCfh+zQ6mzV3O2Au6MfXWy08r9obUtV0YK7fHYTQozu/clj/ffZhTLaGttWbJpn1YbZqZyzYRl5JVXiIxxM+bnYdSmPXHFkrLLGw/lFJeAnH2H1v47PHrWP76/UyYNqu8eUrH1s2rffb4F78mM8+eaJvMFt78dhX/u38MAT7OdRN1VuyhFNLzCvHycGV4n2hcjAa+e+7W8vNJmbmUlJrRGloE+BLZMgiAQ6nZTHhlFgalsFpt+Pt4kpZTwIptB/hzVwKDu0cSERpIbtHxjo9K2TtNlpRZuLCHvWFNoamMIlMZVpuNHfEpXNTLvvSiU5tQOrUJJS45k6G9ouja1v7uyInCg/3YejCp/GujwUB06xDmTLkZsM+492jfkq0HK2yAPOH11oqtBxnRN5of/9rleHYIf+1O4I35qyqN69PR/iIh1DEjHuznxbghPRk9sPb29KJhFZSU8txXv9GhVTCPXDOkscNpVM6W9+sF/Ai4Y6+h3QYwKaWu0Vpvr8f4hBDN0NhBPdh6IIke7VuxanscZouNsABfNNC+ZfApJ1xaa/7afZhgPy+C/bzIyi9m5PmdubBHB5RSpOUUcN+73xMVHsxb915lL/3l6oLJbGHRP7u5qFcHXI0GzFb7C4D4lGwAAnw8uP3yGEb17/r/7J13eJRl1ofvZ0p6gyS0EELvRaqgNAsi9t67rrqrLra1fbqurr2vih0LKk1UOkiT3kIPBFJII7336e/z/fFOJjOZSTKBMFYZJQAAIABJREFUAEHmvi4uZt6eae95znPO7+dmwuFMvD1jtmR7Ii/ePgWttm0asFQbTHy2ZCsaQCNw/D3fr4qnX9dozh/sHig1hlVRUOyRdd+uUQzq3onPFm8FoLiymktG9uXiEX2Z/tkirLb6WYVdKdlUG0wcyiqgoKIaRZFMGNKzWTOjtkZdSUMdBzPy2Z+Wy6ShvZBS8uOa3dhsCvdMHd3k57nWaObrFTsY2aerI7h1ZubKnVisCharQnZRBQPjXE1pnp+5HItNQSMElTVGtXzEpvD18u1YbQp+ei1r332YkAA/pj7/NRU1Rg5m5HH+oO5ugyutRkN5tYGX76wvreoSGUbfrtEkZhbw2+YER6Bdx+1vzsZstZGcXcjU0f3d5C6LKqodj2+aNIxnb77A5fVIzMx3CbKdmTy0J+XVBhSpuNT8SwnpTvKBAOMH9eCCYapX3r/vmMLkYb3o1TkSg/17+9CHC0jKLuKHZ24hrqOvGfJ0syvpGFsOZbIxIZ0HLx/X6G/r2YC3d4tvgRlAVynlGFTTmk/ty3348HGWYLHZMDcjVwaqzfPKtx7klbuncsPEobx691RG94tlw/v/4MvpN/D67DVc/MwX7EnJ9uq8a/em8s9Pf+f2N3+ma1Q4GgELtxzi6S+XYDBbSMwsILekkg370xyBiFVRgz+NELzw7QqHPbgz5dVGispV2TFPN4LckkoKyqrYnapepyLV7GZbZWX8Eeav38+8DftRJNQYLSzceojPl2zj8c8Xtah0Q6/VOkoUMgvKeWDauY51gX563nrgcnp3icRqDwLr0Gk15JZUsmx7oiNQf2fen5xp6DSuUepdF4/kvIHdAcgsKOOThZv5bMk2UnKKPexdz/L4I/y4ejfP2A1gGhIaWD8AmbVml9v6+r4AyRNfLOa86Z+wdPshVu1KRpESi1VBCEFCRj5l1QYUKelrt7yPDg9xCbY7RYRwrQejqH9eM57hvWO4Z+oot3Vme2lWbkkVf/twvsu63JJKsu2133qthkeuPh+z1cqkpz5j/OOfUlZVS7XB7PHv1gp48PJxJGTkM2/9Pn5wKvc6nFnADRNdzaQ2H0p3BPB+eh3n9IrhkU9+595357JmTwr7juZgMFtc9L19nD7GDozj6vMG8fQNk87qIBu8D7T7Ah9J+6+0/f//AX2a3MuHDx9/GQwmC5e98A0XPfMlReXVze+Aqp/83C0XMm1Mf0BVYvhi6VZ+3ZRAaZXBYUjRHOXVtWrNmoQukeEosl5/11+nZcKQnjx5/UT+98g16HVa/HRanr/lIv557XiklFisNob27IK/Xou2QZbvMvu1NeTIsUKufHEm0174hlKnOtEg/9NnklFWVevR2KSO8wb1YGBcR851suAe0bsL3TpEcPm5A1o0k2Cx2iipVEsn2oW6lkvUGYXUmswIocqrdYlU62Y1GsGHv25kefwRx/Zr96bw2s+rvT53W+Cpmy5wef7oNeMprqyhpLKGmOhwxg/uybiBcXTv2I6KGiP3vjuXf3+/0jGYyS2pwGpTGNu/G71jorh5kmcX0roBIcDzt6gqOhn5pazenYxNUfjXTRew7X+P8dHfr8ZstWG1KQTodQzrpX6eu3WIIMhf7yJRuWDTAfU4BaUuZRrZJZWs3pWMoYEl+pj+3Zj51E0uWvIbE9K49925LtsN7t6J+KRj/LRmN2aLlZe+X0luSSVajcBiU3hv/p8s3X6YqloTtSYLi7YeJLiBSk9d0GWT8J9ZK7nwnD5EhQez/cgxp230+Ot13DVlpGOZ8yc3IT2Py174mvyyKiw2BbPVxrdP38zLd05h8tBeHl9nH6eWQD89L95+MbedQSZVJwtvhxnLURVGfndadiWwzNsTCSEuRQ3OtcA3Usq3Gqz/F3C703UNAKKllKVCiAygCrABViml+7Dbhw8fJxWj2eKYTq+oMXpl2uGJpOwiAKLCgrhriuevssVqY/G2QwyM68iAbh3p0j4MjVCD60tH96Wy1siWQxlI4Kc1e7jrklHcckF9o+Y3K3bwxdLtBPv74afToNNqHWUPzsREhjX6dxSWVTU0sQPU8ow6U5ZTyZFjhdz9zlwiggNY/sYDHiX+ukSGMevZW/lt8wG2JqrlLpFhwfz68t0tPp9ep2VQXEcOZRaw9ZDrgKikqobzp3/C0B6dee2eaQQH+mEyW3l9zlr+dtm5dGkfRnJOIWVVRgRqVvS3zQd54daL0JwmZ82WctXYgbzx8xqsiqR9WBBZheXc/NostBoNK954gA//Xi+6tTPpGIcyCziQlsezt1zIsh2HeWfen0wY0oNqg5mc4gq3kow6jPaBk06jYZBdNeO+9+dTYzDxovliLj93ILe88RN5JZVcOLw3Qf5+XHbuQK4YN8j1OBYLGqHOulxvz1rnl7jbun+1YgcvfLeCaaP78fp9lyGlZMeRLDq2C6WHvf4b1JIVg8niKMF66voJ9I6J5tFPf0dRFCJCApk0tBeHswowmtVZniXbD/PE9RP5+PfNCAE3TxrOpoNpDf7e+hmh5JwSUnJL3Gq2/fRadiUfY9bq3Y5lEjh/+icM7tGZq8YNtA8a1TbL9qGBDOreyfH6+fDRlmg00BZC/Eh90kgLzBVC7EaV94sFRgKLvDmJEEKLWnoyBcgG4oUQi6WUiXXbSCnfBd61b38l8ISUstTpMBdIKZueo/Phw8dJo11oELOevRWj2UrvGM8mKCWVNXy5dDvDe8cwcWhPt2wWQEWNmh3202kJCfR3Ww+wdHsib81dR1CAHxve/wcd2ocihCA8MIDpn7ma0X61fDuFFdUuRiJ/xCchpUSjAb1OR7WxfvpavT2r5JVWUlVr9Bg4TxjSk2dumoyiwEe/rcdq7+88XTraRrMFgWrVrUhJUyJzS7apglBaIQg7gdroS8f0J6uw3K3cIFCvp6zGyI6kY9w9dTQjesdwxYvfUm0wOd7Xun7Y/rHRJOcU2wcGZ04zZHxyNlZ76YvNpnAoMx9Fkei0gobFz+cO6Ma9U0fTNSqc4AA/DCYzQgiqDSZ2p6iNgk98vpj17//D7Tz9u3Zgw/40h+Y0wIBuHdiVdIzundqTU1xBfmklUiqUVNbQKc5V+aaixsjsdXuI6xCBzi49OLpfLFJKXpu9xu18Jfaa6nX7jgKwdMdhXv7hDwA+ffRazhvU3XENe1JyCPTXY7baWLrjCEnZm9BrNXRqF8rQnl3o1C6E7Ycz2ZeagxBw99TRzFq9hx+euZW80kpqzWZKq2qbfJ09VTMlZRexYOMBt+UGs5X4pGPkFFfw1RM3cu9785DQrPumDx+nk6Yy2qkNnh90epwI/NGC84wBUqWUaQBCiLnA1fbjeOJWYE4Lju/Dh49TQHMud/PW72PBpgMs2HSAzu1DWfa6q7lNen6pQ5u5KZMYm03Bpkh09uxnak4xNkVSVlNfwlEX6hhMFpZuT+TpGyez4cBRlmxL5I6LR7Bg4wHuuGgEL3y30uXYWq0Gq70pUkqY+vzXzH/xTrpGuzZ5CSG45YLhGM1W3luw3rFcUSSnoxfynF4x/PjcbUSEBDSr5ZyQrjafBQU0bm7jDd+u2EmVwYTJZCHpWKFjudVmw1+vxWSxkZFfyoYDaQ6L7eTsImau2El5jSrRZlXUrGNEcAA2qaBpcojQdnBWzkFI/u/bFQBccE53QhsMEPVaLX+/8jzH87umjGJU31h6donkoQ8XcDAjv9FGVJPVhgSO2L8XADMeuw4pJQcz8rn+lR8I8NdhsQr2H80jIS2fa88f7HD8nLVmF9+vjCcmKpyvn7yR4AA/QoMCkFJ6DEAHxHUkyN+Pa85XNfGPFZU51s1bv88RaH/1+I2UVxt4Z/6frN2T4hhb6HValrx2PwBHc4uJT8pCSknn9mH8timBwvJqVu46TH5pNRoh6NWlZSZJAFKRjOzblVW7k12Wj+wbw4GjeQzvHeOSfRdn0ADubOOnNbv5ZeMBXrv30tPuQ3C6aDTQllK+0orniUHNhNeRDZzraUMhRBBwKfCo8+UAq4QQEvhSSvlVK16bDx8+vCQxswCD2cLIPl09rp8ysh8r4pPIK63EqkiklC51wceKyj1msOpIzi7i+z/i2Zig2qNX2IO1Id07u2SiAS4Z1Y+x/buRX1bFqH5qTfKTXyxGSjiSVYCfXscrP61GpxGOzCTgCLKxH89otrLvaC5dIsP5fUsCGxPSePH2ix0SYlJKl3OfbLv5pujTyExCQ+68eCSz1uw+YSm6iUN7sWjrQeZt2Md3Ts1qVkUtBxHABws2Ouy8QZVCfGDaGL5esRPA0SxYWFHDpgNpXDj8zGjteX7mcsfjKieJvL0pOW6f64YIIRxlDLOevbXJ7VfvUYNJq4SPf9/kkEITQrD5YDpWRaHaYCY00A+TRc1Wd3cKMicN6cXKnUlce/5gdiUdY+mOw7x5/2X07RrNl4/fwG1v/uzymX/o8rEM7+30/XX6Ut136RjH41lrdrF46yGMZis2KckpruDeqaO50klKr2fnSKZfN4EjxwpZFZ+M1f45MFvUunNFymabRT0RGR5EZn6Z2/JzesXw9RM3AWp/QJ3r5YH0XMYP6XFCg0ofJ4dfNh7gWFE56/amnLWBttefSiHEFCHETCHEEvvzUUIId//jRnb3sKyx2+2VwJYGZSPnSylHANOAR4QQExu5xgeFELuEELuKioq8vDQfPnx4Q1lVLfe+N49HPv6N5GzP368+MVH89vLdjO3fjaLyat6a66o2MWFwD/52+Vg62k1QGvLBgg2s3JXkMEYZ3EMNVvz0Wjq1c50y37A/lU8WbWHBpgN06xBBak4xgXXd7QIyCsowWWxEeVFL/u8f/uC2N37ig183sikhnae/XMKL363AYrMR6K+nS2T9uQ1GzyoKbYX4pCzm/LkPJPz9ynEndKyCsnpjIbOTMZBWI5ASIkOD0Go1aO0dpkH+eq46bxCRjditvzFn3Qldz6kkNrq+udBpnEZxVa3D9dJbGguyy6oNDtUOgE0JrvXMY/rXK+VU2dU79qbmUFpZX44xtGdnlr1+P/deOoY5f+4lPb+UVbtU98cao9klyIb6ILgOndPsiNFc/9met34fmQVlGOzLqgxmvl8Vz6eL6o1lhBCM6hNLUXk1YwfEUSfUoiiSS0b25bYLh6M5jmRzWGAAt3toojunZ71r6zfLd6LYR+0/rtnDsh0+/7y2yOv3TePuKaMa7cc5G/Aq0BZCPAZ8DqQAdUGuAXjNy/Nko9Z119EV8CysCbfQoGxESplr/78QtSFzjIf9kFJ+JaUcJaUcFR3d9BS3Dx8+WkaAv552IYH463VuKhTO/LhmN1sT1ea5rMJShwqDokjemL2GA0dzmf387UwbM8Bt3zsuHkGfLpEMiuvExSP68O1TavYqMauAIntpQh1Gi43SqlpKKmv5dVMCd7w1G4tN4eZJw1xsoutstBujLgZKzilmULeOjBvQjUOZBfyxK5nDmQXc/ubP5Dg1ldmUJlLypxCDycL1r/zANS9/R7XdUj4+6RgPffQrZns5wq6kY00fpAmklGw/rDZUtgsNdJHw89erwVlxVS1jB3Sjd5doxzWlZBezyG484nbMRvMrbY/p1473uLx9aCAxdmdCb6ioMfLSdytZut29UtJPp3XJQl08oi9SSj78dQNPfbmEWqMZP73W4WIK6oBn5a4jHstCBnbvhBCQkK46ONY5dzozuEdnEjMLKLO7QPaPrb9Xfr18p+PxXRePYtyg7o7Pe1iQP1qNhkOZ+TzyyW8Ok5rpny0kPimbzYfSHQOSKoOJtx64nKdvnEyIv+c+jKbILCxDUSSj+rrOnK3eneR43HBQ0qtzy0tUfJx8BnfvxPTrJjRZKvhXx9uM9uPAxXalkLrh8RHAs42aO/FAHyFEDyGEH2owvbjhRkKIcGASTk2WQohgIURo3WPgElzrxX348HEK8NNpGdCtA327RhHsX98QaLHZ2HEki1p7pte5fnhvai53vDUbKSVLdyTy6+aDbD+Sxbp9DVtAVMYP7sn06yZwKDOfNXtS2Hs01768B0/eMImnrnefzBLAqD4x6LQaAv30/OOq8xxqCwJV37cppIRuHSKIjQ7n0WvG8+lj13H3lFHcPGko//p6KYezCl221x5Piq4VMJgtvD57Db9sVD3CSipryCosJ7ekkqIKdRAS2ECvdvH2RLLsttgtxdnaXi3hqQ+S/fT173FaXqlD8lCiDopSsl3LBQL9dIzt3435L955XNdyOnDO3NYRExnG2w9c3qISheU7D7Mi/ghvzFnrti44wI8OTjMu108YSrXBxI9r9rApIY3ckkqkPXr112sd2eH//b6ZXzbUe8VV1RqRUjJhcA+krJ8JuszDYHb6Zwu5+5053PzfHwHoHFk/aBjeW5X3M5qtvL9gPTuOZDp0sPVaDY9efT6x0RFsS8zk8yWqis/Y/u769H56LVe+NJN7353ryIjX0Vx/Aajyfmv3pbAr2VVnP72gvpzkvYeuJNjeg/DGvdN8iiM+2ize/lqEUl9j7ShVBLyaQ5VSWlFrrv8ADgPzpZSHhBAPCyEedtr0WmCVlNI5ddUR2CyE2A/sBJZJKV27m3z48HHSKa6oYVNCOvvT8kjJrQ+kPlm4mcc+/Z3n7DWtt100nFfuuoQnr58IQg3EpISYyHAE0C4ksMk63Y5OJSJ1DWhHc0s4mJ7H50u3ERygR6cVLgHvZ0u2seqtB1nx5t8IDQqgS2Q4oP5YWRpMnXviqRsnsfCVexnaszNCCB67ZjzXjB/iMLNxeR0qvdMQb222HExn4ZZDvDlnHRarja7REbz/8JW887crHI1hg3t05ufnbyXGHjzZbArr9iU3ddhGsTrVXZdWGegQUf++1OloB/hpsdoU9qQ2zJy6Zq4NZiuVBhO5JZWcKTjXnYM6aBvRpysjGulPOJpbTFF5NeXVBp79ZhkLNu5HSsnPa/cgpeRae/NhQ/o4NRjf+N9ZVBvN6DQCnUbw8cLNCNRZFKPFxp1TRjF+cA/8dToG2B0k//vzaiY99TmPzVhISWUt7UICHQ2NiVkFbufbk5KDTZGU2GeIenSKxF+vQwgcM0F1yjE2mySuYzv0Oi2Th/Xik4WbSc0pZkTvGB6+Qi1LuqrB3+Wv16EokpziSvan5WFpMAPk7CLaGP+6cTI1Jne9+J6d6rPWcR3bIQBFKpisNmav3cOniza7lcr48HG68VZHeyPwHPC607J/Al7bfUkpl6PqcTsv+6LB8++B7xssSwM8K/378OHDDUWRbEpIo3un9k1aEZstVm5782eqak3M/b87mp3a69gulOduvZCqWhNDutc3tUSHh2BTFKLDg+yKHBquHDeIw1kFTB3ZjxsnDUOjEYzs25VtHz+GXqdFCIHFZvOY3erVJYoRvbuwJzWXwvJqvli6jcVbD5FfpmaptfYGqH6x0WQUlGGxKuSXVhHgpyejoJS4ju1oF+Z9E2BUeBDTZyyifWggS197wGGo0S06Ar1O65LZBU64wfB4Gd2vG2P6x9Kva7SjIXPiEFdtZrPFyjvz1jsaTiXw85q9aDVabr1gOLoWyKWIBsGy4tQUWnd8o9lGXqlr8Bzop0ev01DZwMI8MbOAt+f9yU/P3eb1NZxOohrUmUsaNys6mJHPA+/PR6/T8tg157N6dzKrdydzNLeEihojOq2Gc/vHeT5PaP15qgwmSiprsSoSq2JDp5WOjDbA/A37GRDbgY0f/gMp4bPFW1m2Xa1NTskuIqe4gvJqA1sOpjOyT1fGDoijfWigi+FSWKAflQYzErWGO8hfT9eoMDIKyhyynRqNYOyAONbsSaFvTJTdJl0N+MtrjChSMrx3DGaLlR/+iKdju2AKytTAvTmpPW+Kh5KOFbrMmtWxdEciL991CRU1Rp6fucwh27n/aA6/bk5Aq9EwbkB3Rvb1PBjy4eN04O2v7mPAtXbjmFAhRBJwI/DkybowHz58HB+rdyfzzDfLuPudphUyqwwmsgrKKa8xktdMHXMdN0wYyr1TR6NxyibfefFIFr1yLwu3HGLUIx/x3R/xfLBgA09+sYSlOxLZ4eT+6KfXIYTg9dlrGPvox6x0cg90Jq5jvarCzBU76N6xXnpP2it9jxwrwmi20r9bNJ9Pv57Rj3zEDa/O4qZXZ7mVLjRFcYXaWFZaZeDH1fUW2IpUy0QaWnEHeQgATgXhwQHMeOw6hyqFJ4oraziYkU++UxNjSVUtnyzczJZD6S06X4CfH+1C6jW4C8urHUFSU9rIX0y/zi3IruP2C88cl7hgP/f3eeHWgzz00QIsDbKy/np1cBbgp2PSsF7ERocjBOw9mstTN0zCpkhHqUVD9Pr623D/rlH07RpFSIAfWo3gocvHcsmovo71BpOFPak5XPLsV7wxZw3fr4rHbLUxpEdnPn30Wv5142SG9uzMeLuUYGWtkb6xrv1KlU6W6EH+enYeyeJoXik2RfLu/Prc2ev3TWPxf+9jZ9IxKmqMrNubyr9unIxOq2Hf0VzenreOzMJyNh/KoKCsplUF9hZtO8iCzQluy+sGudM/W+joHwDo3D6My8cMYHS/WAZ069CKV+LDx4njVUZbSpknhBgNjAbiUMtIdkoXoVEfPny0BWI7hIOUDp3dxogMC2bGP6+j1mhmoH0a+ngprzY4grDPFm9BSggN9ENKV73sHUeyOJSRz5GsQrRaDak5xeqvip3UnCLueWceBosFrUZw7oBuBPv7sXpPimObhr2IhzIKmL9xv+P8znWcLSU1Tw3Qc4orKKs2MO/FO6msMfL5oi1sPaLe2M1WhUAv6kxPB10iw3n+1oswmi2898sGp+VhdO/U+OyGJ4QQrHnnYVbGJ9lNQsqJr6uZdXoTdE665AC7UrIJ9NNhMLtmNgVwwTlnjj32il1JbstMFhvxScfYeTjLRRe7T0wUK954gAA/PYH+eua9eBerdycREujP8zOXI5EYPWR6a4xmF7WMxKwinvlqGUaLFSklBWVVrIxXr8NZYrKs2sD6/UcZ0K0j3TpE8OrdUxFC8NPaPexPy+PD3zby47O3sXhrItsTs1zOqUFttBKo7/Gu5PqGWWd1FK1GQ5fIMMegIjoihFsvHM6cP/eQXVzJyvhkqmpNRAQHUF5jbNU211qTlVqT++v15fTrAbVW/kBanmP5p4u38P5DVzF52Jnz+Tpb+GThZn7bnMC7D17BqL6xze/wF6QlopM6wB/QSCm3A4H25kQfPny0EbIKy9lxJIsfn7mVGY9d2+z2o/vFMqmFN6dPF23huW+WYXCqoRzcozMRdgfC9mFBqrGNEOi1Gpdyhcc++Y1PF22hsLyK1+69lL9dPtbl2M98tYxas8VRmjCqbyz/ufOSZq9p6si+dI6o/zkKOw6LdH+9lpsnn4PFauOm137k/vfm8eJ3K3n4owUczq5viDSa264L3c4jWbw5Zy0/r6m3rtZrNeSVVPLQh786FGC8JTm7iNl/7mFEnximjKzPrFY6SRw2rIm1WGwe62QlqmHRmcLYAe5NfnU8/+1yt7/RqiiOuvYAPx1XjhvExoQ0zFYbGiGY9eytbscxW6yYG2THA/x0BAf40S+2A79tTnAEsC/dcZHDwAmgqtZESk4R/75jiiNAvnLcQOI6tOPmSecAqkJKQ/z9dFwxdgDvP3QlABeco/ZLCODN+6c5tttxOJODGfkYjOr33GK1YrZYyS5WZ0sqa42s2p1C+1OoJnH/B7+wIv6Im1yilOpn9ac1u30ukW2MdXtTqaw1sfNIVvMb/0XxVt5vCJAMfA3MtC+eBHx7kq7Lhw8fx8FL36/kk4VbuPWtn7n9zdnHfZwZi7bw5uy1boFZtcHEtyt3sm5vqksmrLza4HACbB8SxLdP30yt0YTFpvDpws3U2AOzOqmwoopaJg7phcFkocypDKHKYHQ8timSj3/fzD8++a3Ja31g2hj6xkaTZ29c7BoZRmR4/c0/wM+77LPJYuPlH/4gMSOP8GDVWS8hPY8ak4WyamPzBzgF1BrNzN+wj6pGSjMqaowgJXll9Q2bD14+1m564nmfpvi/71ZwKKOAV39azVtzvdPA3nwoo9EG1Ke+WNLiazhd3DjRc2uQEDiaB+tIzSnmihe/5aqXvsVssaIokh9W7UIjQCMEXdqHublJgjrbM+//7mREb1UfuktkKBv2H6XWaOYfV53vIm+XmlPq0qAqhCAqLNihgKIokk8WbqaixsDw3jH8uukA//3Z3YIdYOn2w/zr66VYbDYGxnUkKixIncHYraoBHczI55GPf+Out+c4Av3B3Tuh12npYK9dj4kKIyo8mOsnDCEksHXLqQbGdWDqCPeG6YoaIx/9utFNjQTgq+Xb+fC3jT497TbGS3dczNXjBnHbGVQ21tp4m9H+HPi3lLI/UJfG2gB4Fhr14cPHaeHSUf0IDvBDIzTHFVgBJKTlMnPlTn7ZdIAvl21zWRcS6M/frxzHoO4dXZoCgwP9HI1iSdlFrNmbhMWm3qKLK2t54P35GEwWx03bT6el1mjiihdncvmLMyksVwNDnYeSjP1peY3Wf2qE4O9Xnoe/TufI3mWXVJLtJGnXvYmG0IbkFFfy6IyFTBzco9FMXVCA54a4U8Fdb8/hrbl/cusbP7mtk1ISn5yFrUHSOruoHI0Q1JosDoMPbzBbrKTlqRloq03xWtLuouG9G10XFX7maOl+vXybx+U6jYbHr53o8nrsT8vFYrVRWauWUOxNzWHG4i0s3JrIF9Ov5+cXbm/0PHEd2rEnVZWxzC2pQpESi01h2Y5EBjk56SUdK0CgfuZ1Wg3/uPI8fvvPPY5+CYvNxuGsQmpNFjILyzjWiKxjXUmPTZFY7Y2+NUYzipTMXb8PgIoaA85DJY2AR646HyEEHduHohGCnOJKisur+XLZdocEYGuRmFlIqIdZqYFxHXn4ivMoqXBX/lEUiZS4NS/7OL33cdrmAAAgAElEQVS8v2ADS3ck8puHmvuzBW8D7UFA3S+7BLBL8J2e9nsfPs5yao1mnvtmGV80aLC69cLhbPrwEWY9ewtz/++O4zp21+j6xkNPwabJYmN/Wh73vDvXsUyn0TB+UH3Nqq1BtJeaWwxCorM7CJqtNqyKgiLVm2OdlJqztbQzjYWH/nodNkW1t24XUn+tzooZR461zAK6xmhh/sYDFFa4S/sBVNeevux2aJCaFQ32EOyn5pawYKP7zWzxtkRsiuSi4b1bpP/s3PCqEbDwlXsd5w3y1zc6+PGkP13HmaR1nJjl2f1UkRDXoN69c2QYOq2G9iFB+Ot19I2NZkC3Dkwc0pPhvWNIzS12cXN0JrfE1WWyTvVm88F0ljgZ/+xOzbWXTEjumzqG2y8egU6rIbekgkc//Z2thzL45smbePWeqYwbEMc/rjqPkICmM81SqlniuuDbYlX/d3bF7NYhgj4x0WQWllFSWUOvzpE8MG0MF4/og03KRhtfTwStRuOxGbKwrIqPft/oNph0pjndfB+nltjoCGyKQtfo8NN9KacNbz+RGcBI5wVCiDGAZ9cJHz58nFTik4+xbm8qXy3f4TCKcWZAt45eO3ElHSvkxv/OYs66vYA6nf3js7fSLTqCZA/qHVFh6nGda69Lq2pZtader/mVH1e77FMn+3f+wB4IAaP6dKVDRCi//+cefn35bjq3V3WfMwtb1shoMFu44dUfKK2q4WheiWO5uak78Qlitp6+HvCZT93E9/+6mdnPuw+iunWIILqBJJ1Oq3EMOfrEtMwtt2Hy+6p/f0uNvV5Xq9E0Ovhpyjlzw/60Rte1NUIbKYf44OErGNxgwDC8VwyXjenP49dNsO/rT0xUOJsOpvHkl4t56MMFjaoAvfpT/XdlSPfOfPH4DfjpNVQbzBQ3CM7H9IvFX6/jq+XbWbnzCDZF4bWf17D1UAYvfLuCPjFRxNg15P/cl+qQv/NEh4gQggL8XAbrdYo6NkVBA+h16nc8KbuI7/6I5/tV8SzceojlO48wsk/X47JX9wYpFfy17gcvrqxttGzqsjH9uWHCEC4d3f/kXJSP4+LN+y9j0wePcMlIb/0N/3p4G2i/BCwTQrwC+Akhngd+AV48aVfmw8dZzP60XB7/bBGJme6GE6DekMOCAxjUvSNBzWStmmP1nhSO5pbw09o9jmXHisrJKank9y0JKA0Cp7ED4ggL9Odcp2ax5vSZJXDpc1+zISENKVVlilvf+ImKGiNdnJzp+tnNO8KC/DlvUOPNaM5kFZYza9Wu5jdsJZyd9E4lx4rKmfTU57wzb71bMxio2f3rJwx1WebcsFdQ2jKzGOeMtl6ndQmgPZzeK564vnFpwrbGBw9f7XH5b5sPMs9eYlHHivgjLNmeyH+cgubNCekoimTHkSysNoXwYM8Nus6124ez8nlv/gZ0GrWEqmF/wWv3TXM0477y42quf+UHh8FT5/ah/HPGQu59dx4/rd3Dz07fZ09cPKIPa/YkM8/JYbLGpAbmBpMFBbBYFYez6LGicmav3Uugv57bLxpB/9gO0KqifvUoEkyNDJb9dBq319Jfr+OuKaN44baLT/j30EfrsXDLQW58dRavz17jMEg6G/Eq0JZSLgWmAdGotdlxwHVSylUn8dp8+DhrmbFoCxsT0vhq2XaP63/fkkBpVS2HMgoodzKjOB5uveAcbp48jFfvmepYduE5vbl/2hiuHDuQSU/N4Kp/f8ulz39NUUU1ny3eSqXBxOaEDMf2QQF+9OjsuewDVAvuuilmIdTAPOlYEX80kFCrC9gra01sO+R9l/rP6/Yx6AQlCr3B2Xr8VJOQnkeN0UxiVgFmixWbovDmnHW8PnsNBpOZJ79YzLIdhzzuK1Dt2Bu6HTZFRU19iczFI/rSLiSQ0f1UeS6j2d21r47Gspx9YqI4z6m8qK2zcJvnmtJNB9N5e96fLuozNkVBSlAUxTEwffKGifjrVOdMCW7ZaYD80ir+3H/U8dyqSPYezaHWZEEIuGCIqyLQLa//5BLb5pdWOXTqR/eLJdBfjyIlgf56etnNZxrLzCdmFrj1cdw4cSiKIunbNdrFeRUgr7QKiXr60CB/9h3NbVHNf2tx24XDHXXYddcYHR6MEDiarn20Db5avp20/FJWxCcx2z5jejbSbKAthNAKIY4Ch6SU/5BSXi6lfFhKubu5fX348HF8PHT5OEb17cq9l472uH7C4B5oNYKI4ABCg93VDFpCWHAAg+I6UVpZ6wgSak0WDmcW8MeuZGqMFrKLKiirqiUlp5h1e1VN67pyDwC9Vusiw9cuJMDlRm222hjaU23sklK1Br/mvMHcMvkcl2spqaxFoDZLtuQWblMUYp1qy08WZsvpabTKKa7g62U77NrH6uuZWVDGb5sPsHDLQdbvT2NzQjrHijxnrYMD/Bjco3OLarRDAvyIiQwjyF/H7RcO58O/X82uJFVppqnymcYqR1Jyinl+5nLPK9sgu5PclS0AYtqHccdFIxy11KDO8nSICGHikJ5oNIK80koSMwswWW2O75SnWYCo8GAamwySElbsTnZZVlxR4yjpUfsbpGNAtGzHYd5/+EoW//debpgwlH/dOJkHLzuXqkYaFVNzirlouKuyx3d/7OLF71aQW1LRaAlQrcnCyz+soqSyhktHn7xyAL2H16t7xwgeuXq8o1eh7hqziyu47Y2fmfTkZyzYuN99Rx+nhfGDeuCv09IlMsxFHvRso9lfXSmlDbABLRem9eHDx3Exsm9XvnriRob17OJxfd/YDmz7+J+sfffhFgVPnvhx9W7+/cMfPPvNMn6x36S2JmawNTHDoUl79biBvHr3pQzp3smhRjBlhKu6hHONdFm10aFCcuW4gfz8/O3cNLleLq1fbAf+fecUoiNCXI5x36VjHIFkSxlyihrtGroCngo2HDhKZmEZQoBA8PHCzXTv2J4bJw7j+glDuXhEH+6eOorRfdytp/vERGK0WEnMLHArA2oKP72OWqOJWpOV296czX9m/XHCpiQVNSc2+3IqaUytplNkGE/eMMllmV6rJTTQn3YhgRhMFm54dRaLth6if2w0AogIDmD+i3e6HUun1TB5aMt07Ds6fWcsNoWuUWpNdo9O7bnjzdlsTlAdQDUaDTua0C4OC/InNCiAv00b47L8QHoewf5+6BsxZYoKC0KRCiaz1cU0prWxePiwFVfUsmH/UQrLXFVHQgL8sCkSRUpmrtx50q7JR8vYmJCGyWrjsjH97aVGZyfe3qE/AuYLISYJIXoJIXrW/TuZF+fDhw/P5JVWctkL33Dfe/NaFDx5ooeT0kdd4DtxSE+mje7PszdfwI5P/snLd01l6uh+JOfUKzHM+bO+TtVitfHDqniX49Zl0jpEhNC3azRLtiY61l13/mDyPdi+1wXnx8O7CzY0v5EHurUwE95YAHIyiQpX35e60hq9VoNGI3jm5gt47pYL0eu0PDDtXBIy8932TckpwWpTVGm4FnavldXUlxZMaYVmpuwiz5JzbZGMRhpzEzPzqWpQcrHpYBpH80pYZFcJCbDrbF993iAkUF5j5P4P5ns8XkKG+3tWh6d3q0tUGJGhgQT669EIQXhIILs/e5wx/buRklPM9/Z+hc+XbGV/E4FwYXkNZdUGlmxPdFmu02hIyilqdEBZXFlLXIcIFmw6QG5Jy+r+T5Rqo5mnv1rqNuDTajVoUEtJnrvlwlN6TT48k1OszoJqNYK4ju14+sslZBefOd//1sTbQPtTYArwJ5CCqjaSan/sw8dfkvJqwwkHsSeLjPwyKmoNHMzIx2R1d0JLzCwg0UPQJaVk4daDrN1b/9W94JzezH7+dp68YSLnDewOwLPfLOOPXUkMjOuIXlcfWBaV16DVCLQawS0XDHcsrzVZyCzw/CP6ywY1IA8Jqq8VfWPuOi77v2+45LkvefbrpY7a4RF9uvLCrRcRFnjqJtCyWhj8lVef+qys1WZDqxGYraok4uPXT3TbJquwvEnXSrPV1iLXPGcjIcBRMnQitBXjH28oKHXXagZV/jE9z9Xh0nlWKdBfz4cPX0X70CDenrfesTyn2HNQWtOE3r2nX5/EzAJKqwyM6hNDu9BAbr9oBEIILh3dH51WQ3mNgaO5JWyz1243hlVR2JyQRn6D7HBJZS19ukQ1uW9GQTkRIYHH3RR7otQNOP3tv00VNUYU1FKSLYcyTs9F+XBDo9Hgr9fxxuy1rNuXyhOfLT7dl3Ra0DW1UgjRSUqZL6X0CVP6OKtYvvMwL32/kklDe/HBw1ed7stxY+yAbvznzql0bBdCoF99FjinuIKFWxL4ftVuNAJ++889xETV65cezMjnjdlrURTJijcfINqeKf3XV0vIK6vCalW4Z+poDmbkY7EpPPfNMgL0Op6/9SJG9Ytl6qh+lFUZGNarCwOdmg/DgwPoExNFSo67HGBlrZnswjKPGeziilrW7k2loKya4AA/nv1mKTuPHHPbri3hp2vyZ/OkMG10f4L8/fjk903EdozwmFXv3SXSriThHhCHBwfQLzYaf7331y4blGE7lwYdL6cpLjsuNBpoxOCSP/elOHoOAKLCgtEIgRCC1Jxi7nlvnts+Wg9RqdFsxdQCucihPTozok8M+aVVrD9wFKPZyjvz1zNpaC/CgvzRaARSSrYcSifVw3fR5e8ToNO539prTGZmr/OsWBISoKfaLvFYdhoGnKBmrQP99VTVmjB5KDFbvuMwL9x60Wm4Mh/OxESFs+jVe9FpNDz/7XLik44xfvCZ0wzdmjQXQLt0YgghmvZCbgIhxKVCiCQhRKoQ4jkP6ycLISqEEPvs//7t7b4+fLQ2auZWQ1EjpiWnGyEE08b0Z0SDmtwnPl/EzJXx2BQFi00hpIHtc/eO7egSGcbAuA4uzo5jB8YRoNcxxO5E99Dl49BqBHmlVaQXlPHKj6tIyy1h/f6jfPjrRu5+Zw7vzPvT5dg9GjGbAXjof7+SkF6fYa8zldBpBI9cfR7peSVc9MwXbT7IhtOjPCKEYPKwXmi1GjYeSHcxCwLVxfHxzxax1kOQHRMZRkWNkd3J2S2aoTFZG1cWOV7a5vyQZ4KbkIn7YfVuDE7KK+1CA0GoA5r4ZM+f4Wqj2S04rTGaXCQYm2JwXEcOZuTx/apdrNqdTDu7xN359lmoihojiiLpGBHKMKdBQGME+utpF+zZcy65kSDduQnWT6fBT3fqvws2RXrU0tbr1IHM5ef6dLTbCh0iQmgfFsSXj9/ArhmPM/26M0feszVpLtBuOASffDwnEUJogRmoEoEDgVuFEAM9bLpJSnmO/d+rLdzXh49W446LR/Dpo9cy49FrT/eltAhnSbb+sdFuerMllbXkl1ZxNLcEo0kNFIrKq0nJLmJgt47EdojAbLHy89rdaDWCnnbJvpySSm787yzKqmqxSYlNkfzawLmtQ4PGRmfyGmSzB8WpjYtWRbI3NZeyGgNaIWgXEkBs1MlXDzkRNKdwvnxl/BHOn/4pHyzYQLXBxNFcNaucZs8u703N5oZXf+DdX9az+WC6x0C2oEx97duFBLWoRjsk6MTUbM50KmubloqrNpi4/c2fmT5jIcnZRUhFUlFjoLLWSO/OkQDEOrnhaYTaFOlMZFgw5w2M8+p6DmYWOBRdFCmJjgjhsavHM7x3F579ehkHM/LRaARFFTVk5Jc2fTAgPDiQikbMX0Ibee+dm5QtVuW4mpZPFhar+uKk5Jz4zIuP1qel/SF/JZqbR2ytBMQYIFVKmQYghJgLXA0kNrnXie/rw8dxodVoGNPfO8MUb/lt0wFmrtzJi7dPYZyXN9fGKCir4u535hIbHcGXj9/g+BF7/PqJfPz7JvVmW+DezKXXaRFCoNVqHaYnL32/kgP2bPNni7fw4OVjHYFx16hw0uz1qBI4p1cM3zx5A4u2HnKTBtveTE2oM8WV9XWhWw6lc9Hw3rQPDcZotnCsDTfMhAb6ndIbxoqdRzCYLfy0dg8LNh5w/CBPGtIdgDdmryMtr5S0vFK0GuFRks1qX1ZSVUNaXgk97UFgs5yE9PPpqultbTRCkJFfSkpOMUeOFSGlRKJmW79cup1endujAY4V1dur//Pa8R6NhvameJYRbIo+MVFUGcx8smizY5nRbOGhy8cydkAcJkvzsxGRYY07xw7v2ZnVu5Kb/AjUaWq3tVmKlvZc+Dh5JGcXsSv5GNeOH+JS4ni20VxGWyeEuEAIcaEQ4sKGz+3LvCEGcJ5Py7Yva8g4IcR+IcQKIcSgFu7rw0ebpaCsitdnryWvtIoPfvWsjrE3NYflOw8jvTCBOJpXQllVLfuO5rg0Q3aJDGNAt45EBAcwaai7KFBMVDjLX7+fZa/d5ygrqTMhAUjPK6FLZLijtMNZXaF7hwgKyqp46KNfWRGfRJg9OxefdIxrX/6edKca3shQz1PSdZQ7Zd6lhP/+tIaC8ioqatt2s1yVwUxGQfPZwtbAalM4cqzQ8dzo1Mi4ak8qAA9fOc7RGBYa1HQDqZTQye4i6A22k2BG4qlO+UxEr9Uwsk8sj187gTfum8ae1ByX9UfzSmlYEPLTas/WE4bj0GZPySkm3Z61rntFa01mPlm4hb998AtZBRWN72wnv7SKzu3cZ6EC/HRsOpjRbADdFoNsgKqatv0bcjbxzxkL+WDBRn7ZcHZrmzeX0S4EvnV6XtLguQS8kfjz9Ova8Du6B4iTUlYLIS4DFgJ9vNxXPYkQDwIPAnTr1rrZSB8+ToT1+486PrRdI8Pd1pssVh788Bc0Gg3hwYGcP6h7k8cb2z+OF2+/mM6RYS6ZgrfmrCMpu4irxw3i5bsu8bhvu1DXTNZ9l45hxuKtANSaLdQazYzpH8uOw1nsO5rr2C63tJJHPv3d8bzOOnrxtkNkFpah12mw2Ws4Sxq4VfbqHElucQUGe7BY7WSi0atLJDnFFVitNuI6tuNo3qkJZI+XDuGNl8i0JrPX7XHrEahrRhs3MI70/FIURTJ+UHc2JqRR2YRGdURIIFFhQfi1oBnS1kTtsL9O06Imvjpavsfpw0+jwdyIk6bJasOmKNx20QgAjGYzr/y4BmGv07bZJHqtoNRJZaXYg4NrS1RgmuOQXSaw1mRxlAs1RY3RjPCgwW80W9ma2Pzs1OkKsjU0/TmyeFnz7uPkYlMUQoP8Ka82OHp/zlaazGhLKbtLKXs08c9bHe1sINbpeVcg13kDKWWllLLa/ng5oBdCRHmzr9MxvpJSjpJSjoqOjvby0nz4OPlcOrq/o+Qgz8NNUK/VMqRHZ8KC/JtsKqxDoxFcOW4Qo/rGuiy/d+oYBnTrwHUThnjcb1fSMcY//ik3vPoDq3YnkVVYzhwna9yM/DI2JqRRbTCjSMlF5/QhJkp1gGzoBljXDPb3K8dxy+RzuGiYq4GNMxkFZY4g25mwIH9+eeku3n3wCkB4LHdpa5SfItOVcz2ULtUpPgzp3pn73pvHi9+tYHDPTvjpdU0qipRXG0jNLWnSwKQhuiZKZI4nyAbarFymJzSapv9G5xIivV2JRkp4/6GrqDKYXIJswGPjYHGFZwnBllD3itY1VWqEcHxnm8JgthDXiClPZFjTM1KnE18YfWZwMCOfo7klmK029qd5DNnOGk6VbF880EcI0UMI4QfcArgIKgohOgl7AZsQYoz92kq82deHj7ZOeHAAXz1+A5OH9eLt+y93W6/RCL59+mZWv/0QXSKbv0k2xiWj+vLz87c3mkH4Ytk2ak0W0vJKeWHmCu56e45LQ9OAbh0ZOyCO1NwSJFBRa2hU/3fnYTVoCw70x0+vY2UDu2hnbI1kBqtqTVQbTGpNuFCVENo6u5JbXlN7PPSL7eBiY+/MzJU7qagxIgGd0GCx2rDaFB5o4PLXkN5dvKzPBkJOgpa5s215W6d756a1pOscGEE1eQF1+rVz+1CPJTr+HtRqisqbzzx7i9Yu+ahISVyn9jTXSiAlhAUF0L+ra1JKqxGORukzlaxCX5326abWWD9rOWfdXu57bx6lDbT5zxZOSaAtpbQCjwJ/AIeB+VLKQ0KIh4UQD9s3uwE4KITYD3wM3CJVPO57Kq7bh4/WIrekko9+20T/2A7EdfKcRdp3NIcVO494VaPdHEXl1R7NSx6cNpYAvY6IYH8UKak1mblzykhio8Pw12t54baL1KlvRUFKiE+qDyqdb9waIbhryigA7n9vPrNW7zqu69RqBZsS0sktrsCmKAQHnNpmw+OhS3vv65xPhPT80kYD7brB0cDYDvzv983YFMngHp34voE7Z0Na4rwpT0JxQGjgmaNkUljWtLTnk18uptrew/DjGrX+WqKWXozs495GVGUwu2X0W8NltC5T7q9Xb+fhwf5EBAfizeRBYXk1afmuKh2fT7+eGlPrlbScajRCHez4OL1EhgU7HhdV1LDvaC6v/rj6NF7R6eOUpRfs5SDLGyz7wunxp6gOlF7t68PHmcTmg+kkZhZwNK+EBy8f67Z+f1ou972nWjQHB/gx0UMjY0N2HM7EJqXDzbGO+KRj/OPjX+nUPpTFr95HSk4x3Tq0I8BPR6XBiMlqczTWBfnrKa2q5ViRmrV+4Zvl+PvpHEF6gF6L0d6sNaJ3V0IC/NiQkIZGI9h8MJ1Jw3rRPiSANC9eg/BAPyrstdmRYUGUVNZitUle/H4FSDVIKSirbvOmJrklrZeFbIqnv1jsVq7TkANO9t17U5ueng0PDnDTVW8KUxMuk8dLW9Wl90RpM4YsndvX90fERIVzKLMAgHfm/8n2w55LdDILy1xKwzq0b/nslb9ei8mpgdJstSEEPHrVBP63cCMhAf58u3KHV8eqNpjcPmNHsgpafE1tCUXi4mbr4/TQt2s0OgFWpwFfRw/Nt62BwWRp07OhPsdHHz5OAdNG92NQ906EBvqRklPktj45u37Zj2t2uUy7eSK3pILHZizk8c8WkZ5fyuGsAu59dy5r9qRQXFGDTZHkFFfy9bLt3P7mbB7/bCEAXy7dhpTSoSpSbTC71GibrRaXa6kLsoWAa84fzIaENCRqPej/fbeCrMJy2jtlLpqiwqkB0ll8QkqwXw7dO7Zrk0oGzozu27X5jVqB3FLPJTsN0Xtw9/NERY2xRVO3pZVn5zSvtxRX1LDdXvM+ZURfx/LGgmyAbh1cNeLbhbS8FtriYfAlJeSUVFBjtJBTUunItDfFmH5d6dk5khG9XbPvH/y6qcXX5MNHQ2yK4hJkA9xhbx5uTf73+ybOf/xTx6xSW8QXaPvwcQoIDQrgYEYeheU13PzaT/xn1h8u6685b7AjYNqdksMXS7c1ebzwoADCgvwJCwogKiyIBRsPsD8tj6+Wb2dknxh0WtW1TS3DkOjsGZ6cEjV4q+vMV6Sry1puabWLtXQdUsKL3690CYJtisJ1//mO9ftTW/pyUFzhGsTZ7Ac+E5ohU1vBitwbIoIaD8KC/NXJyM7tQz0GXo0R1owEoDMnY8DT1mcrWoLFZiPKrkVdbfBOUi6/gXGTJ4fD5lAalJZphECv07Bh/1HHst6dmxcD2J2iShLmFjcvBejDR0vx1Nvz1bKmZ1oMJgtLdyRS1IIm4cyCMnQajVcmTacLX6Dtw4cTWYXlHMzIx2Cy8MuG/WQ2CPzemfcnYx/7mHnr67PABWVVzFi8xaFr2xjO98fth7NcMoZ7UrKxOgVMzWWkDqTnU1ZloLSqli0HMxjWswv+eh39u0bz2RJVqs9Pp+WCc3rTq0skU0eq5jL9YzsAqt52REgA4wd3Z+9RVw3gQd07NXnuOkwWG4p0VyNpKXqtxlG729brswHyvcw0nyieBjx11NpraBs6bjZHnea2N0SFezdTcbYiJQ7VDj+9Om0taHp6XNegpCEl2312q6UoUmKxKmQU1v9W7UppXl2mztyoupnZszONptRyfJw6zFb30rOCZpp/ZyzewiuzVvHMV8u8Ps+rd0/l3Qev4F83XdDiazxV+AJtHz7sGMwWbnn9Rx54fz7vzPuTt+f9yROfLwJg9e5kxj/xKXPX78NstfHJwi2O/f73+yZmrtjJf3/y3OghpWTV7iRH01JEcADFFTX8Z9YqLPamto8XbnbJIPrptXy+eCu5JZ6DOp1WOLZ/6YeVvDl3LSaLldV7klm8LRGbohDXsR1PfrGY5OxiXp61GoPZwtsPXM6koT3x02kprzay48gxl6ZJQcuUKVoDi01xDCzOhJvkyTBy8YRVtr6QWZ2FuzdknwSHvTNJdaQ5BPXB6nd/7ATUWQBNE6Y8fg2aH2MblJKcCHpt/XlziprPUms06nv8Vwu0Pbmj+jj1pHn4rWlODWZQXCekhGG9vNfdDgn0Z9KwXm36t8UXaPvwYUen1RAS6KdajffuQqC/jvGDewDw9fLt1BrrJa9unDjU8fiyMQPo2C6Eq88b5FiWllfCG7PXkp5fysH0PF6YuVxtWgJ09hKRXSnHmPLsl6zZk0JYUH2TWniwP6m5JXy9Ygf//mGlx2tNcypfsCkSmyK57cLhBPn7ATC8VwzfPn0zZqemqW9X7iS3pILNBzMcJRr+Oi3TRvd3bBPk78d5g7ozeWivlr58J4xAbQRt63SIODWZXm/KPPRaTYvKMVqiYx0S2PrvhcXachfEtsotk88hOMCPHYczCfavf62ammVoOCUeHNB6KixxTk2WAX7NNwNKBZJaIaPe1vCF2W2DsQPi3JZNbqbJf9qY/sTPmM7j1008WZd1Wmi7QwAfPk4xiiKpNVrsWd0oNn34qGPdk9dP4qUfVnL1uEFER4RwwTmqOUtReTW/bNjPTZPOYXdKDp3ah3Fu/26898sGth/OJL+sipsmDXNIbUnU+uSIkABqjRaMZiuv/rTKxSmxZ+dIh1W1p6wAwKDuHR2PhYBPHrmGcwfEERMZzudLtrL3aA5Xv/wd/7ppMk9/tRSAI1mFZOaXYlMUAu2j/1qTxUUSrtZsZlfP5FQAACAASURBVG9qLvdcMoqNCUe9kghrDTq3D3NxqGzL5BSemtKRYi8UOlrqgtc12t2VtDHCmqgRP14a1hefycxZv487Lh7B3z/+zet9GsrOWVvRxTA1p/63otYLxRgJjOzblUA/HYaToDDj4+xm8TZ3FWatF6VrookZoTMVX0bbhw87GiEIsMt1NZyGGjswjtVvP0RJZS3vzl/P/327AoA/diez+VA6XyzZytLtibz28xoAbp48jB6d2nPzpGFENrA8B9US+9unb+buS0a5yajtTc2lzC4tFhoUwLGicj5ZuJljTlP5e1PyHI+lhMNZhQC0DwuixmRGSrXxKjoihL9ddi7R4UFsOZTBmr1q46JVUZj59M3ERke4ZEQ7RAQzcUhPXp+zttkgO7QVs885JZW8NXed101lp5M+XZs2MmktWlBO7TVVLSgTOJyd3/xGLeSvNqu/5WB68xs5cSjd9TVNyytuzctxkN+MBngdGsRfMshuDS8CHydGhAdFnV83JZyGKzn9+AJtHz7s6HVaenVuT1R4MJFh7sExwJj+seh1WsYNVKfFLhnZl27REYQG+hMdHoxOqyEtr4Q+MdF0iAjhhe9WcNiDLm1Gfhlmi5Vvlu/AYlPo3qkd00bVS4RV2WuWA/31vDt/Pd/9Ec+78/90rK9sYAP+9fLt2BQFnUbjaLoUwHPfLOObFTuorHENYC1WhbvfnsNXT9zAZWMGOJYXlNUw98+9lHkhA9eSoM0bLDblhBsrTwXfH6c5T0spKm99eT1TCxz/AvVtv4zndLPxYDr/+8fVBHlZHxrUoBynxthy1RGvzuNF6Qj8NUtHALcmdh+nnpAAd13rlhhm/ZXwBdo+fNjJKa4gPjmb3JJK3v9lAyaL1ZEZ2ZqYwcQnZpCWV8q2jx/jvktVq+sdhzPJLCyntNpAUUUNmQVlzF2/j1d/XMWOI1lU1Zp4bfZat3NphKBrVISjnjAjv4x1+446am61dkvnihoDV44dSGRYEKP7dnPsf8mofi7HM1lsGExWLhrRh79fOQ5Qp4bzSqvQabXcOWUUb91/mUt9scWmkJCe56ZEkVdWSXEjGsqhgWfnD6UzLZHTOxHuvmRUqx/zYGZe8xvZkX+9GdxW53BmAROG9GRAXMfmN8a9B6Gq5uTM4MRGe9dkWV7919RK91Zb3sfJo2721JmGOvJnC75Pow8fdpzjiqzCcsb98xMe+mgBAIu3JlJtNPP7FtepryoPMnyKTaGitukbqBDw1fLtLuc0WW1YbAoS9QYohOrGOLRnZ6pqTcxYvIXk7ELm/rkXf72OQU4396iwQCY+OYN35v9Jz06R6HVah323xWpj8rBejB/cw60Z7s2561i9O8ll2cH0xksGqgzeZ0S9JSYyjIHdOrT6cU8W952EANgTDT9rrUG3KO9vdF2Ow7XwbKOs2mj/v2kXyTp2JWW7PB/eO7bVrsX5t8RbxZhB3Trir//ruShGBLd+f4GPlqEo7gmJob26tPp5DqTl8vhni0jJOTllWK2BrxnShw87ndqH0aldCGXVBkfT1r6jqq11+1D1hzvI3zUjFZ90DACNgLiO7amoMTJtzAASmghWQVUKWbDpQKPr63SSj+YVE+Cnx99Ph5SSOev2sWR7It06HCCjoNRpezUAXrHjMMH+eh696nyqDUa+XqHKjj32ye9UGkxu0lclHjLXp3raNaek0mGkcyaw72gu5w9punu+NfBGIcRfp8HPT++18YmzCk1zFDajeesDLjqnF3e8NZu0PO/MMkb37+byvHOU982pzeH8aakxe/c+L9mRiE6jwcRfRw0GIDiw9dRcfBwf108cxspdyS7LzF5+LlvCYzMWUlVroqCsijn/d0erH7818GW02xBVtUYXTWMfpxaTxUpRRQ2KlEwb059O7UKZfu0EAA5lqYFzbkkFk5/6jF3JaoA9aWgvAv10KBLS80sZ1bcrI/t2dZPxOt4vWnJ2MdnFFXRuF8r06yYwcWhPAvx0DOvpOlXdOyYajRCEBvkzc2U8Hy/cxDlO1splNUav9WVDg3w3qabY2MIGuOMlKrxx45M6TFalRe6Ch4953+DYp0vz7oJnO6v3ppKY6d6D0RgNp85Pt0HTruRsQnzlYD5OAjENFHYAHrn6vP9n787jo6rOP45/niyEfY+ALLKIIosgRgRxwbWAVrTudfu51LpVW9u61VpbtYtt1bq0uFape1tXxAUXqqiggIggIogo+75DEpI8vz/mJpmZTJJJMpPJhO/79ZoXM+eeuXPInTvzzLnnPCdh+1+5fgsbt+6kY+vQcMgD+3ZL2L4TTYF2A7FoxTqOvnY8o294kF3Fjat3IV3kZGcxqFcX2rZoxpTPFrN641bemPEl36xaz5fBl2mJw5YdBbw3ZzEAb85cEDFr/82ZX7F0zaYKWUuiL6IdtG/5JeNfnFp1ztBrH3iZr5av4/Yn3+aWCW9QsKuINWFLmBvQu3N7HvnF6Zx6+GAg1GP+k/teIDts/PWYYf2idx3TcQfuU32l3dgPDh1YL68zM/gxl0h5+/SovlIgI0NfD4m2ZFVkus4NcUw6TqbenduzOgmTblNt7ab4l/CW5LgnbFG3UjsLEtOR+PGX33H8TY9wzLXj+eXpozj/2DzOPHJIzKGcDYGGjjQQnyxYSlGxs2VHAVu2F1Sa9ULi986nC7n7+fe55tTDGTV472rrZ2QYj/7iDACOu+4BHJi7ZDWn/HYC+3TtwFdheWqffGcWxx64T8RCFaUWrVgXc0hGuNIhJwB3/ve9KutaWK/X1iDf9qat5em7HHj+g7nM+WZlxMpbJR4aL14qM8Mwql/Q4YWpc6upsXvLyqifMa1r4sijXVPbavBF5Fr6I+GWrtnM3l3LrxTMr0FveDLMSMKPuVTLysygXYyUqlK/voqRbWvq3MX84LD9Y9SumU3BnAgHbnhkEpu35/P45Bk0z8nm7T9fSk52wwpt1WXRQPTdM5SbNzPDaJkGq+OlgyfensWydZv511uzavS8Tdt2RmTdMCgbQ1wa8mZmZLB649aY+Vo/XbQsroVESjOMVDeiY8X6rTTNzmRQz05kZ2ViBt/FWGJ50Yr1FFax8t7EafMVOiXAlzG+QNJF8xqsRFiTISkSn607IidN7tM1tcNz8vZN3GTMhuL7w/tXyKQk9W97jGGw8xL0w3Jgry5kmIW+Q8NGX+0o2MXGBphJp97ejWY22swWmNkiM7s+xvazzWxOcPvQzAaHbVtiZp+b2Wwzq58ktvWsedNsmmRlhhZMUVqthChdYaq6P+embTsjxlSf+8enIrbfcckJZZMjHZh424Xce8VJHH1AX9pEJeVvnpPFE29/Glf7SjOMVCcrw8jfVcznS1azq6iYIwfvTZOs5PWqqiezap8viT9FXkNTk3RumZn6IEq079ZE/kBetCq1mRJ6duqQ0tdPhhvPOjrVTRCgW4yJvmMPim/4YnXemrWAEnd2FZfQsXX5XJYMM1rmNLw5RvUSaJtZJnA/MAboD5xlZv2jqn0DHOHu+wO3Ag9GbT/S3Ye4e/3k1qpne3ZoQ27blvTrnkt2ZuNLt5QKF44ext57duSC0cO46Z+vc8jV9zJ5ZuQs6O35hZxw0yOccNOjZcMuosemtmvZlPYtyy9FnnDToxTsKsLMGNirc0TdHQkagxauKKrLe+naTewsTHyavVIta9DruTtq3bxpqptQaztrsGDNmo3KOpJo/XpEripaWJjYRZ9qav2W2GOZM9N4Gewvl65JdRME2Kd7xas1A6K+L6O5O9+s2kBRNVeEB/cpn+i/aEX5j9XMDGuQHZX11aM9DFjk7ovdvRB4BhgXXsHdP3T30rxi04CGO4U0CSbP+orl6zYzc+HylE+QaQzcnW07Crj53GPp06UDkz6eT35hEQ9NmhZRb8OW7ewo2MWuomK+WraGmV8tq5CD9s/P/Y/VGyLTz10z/mW27ixgV4x0aV07VJxtnUjrNm9j/55dkrb//F3KfFOVTxetSHUTaq0073M8utYg57bE5+vlkZMh9+/dtZKa9eN/c2Jn0DmoX+2GlDTVQjES2KNtxaxJ1aUsve3Jtzjlt4/z47v/XWW9/IJdZetEhPv+8P60bICpHevrrOgKhM+6WBaUVeYi4LWwxw68aWYzzeySJLQv5fYPxhw1z8mmtdKr1dn7c7/hNxPe4MK/PMuu4uKyHporTxwZUe+rZeW/hqd/+R1//veUCgMnVm/cSlFUYYnDDY+8yj9e+bDCay9fn9yewI3b8pnzzfKk7X+LxuZWI32H1nTfI/68zesaYTaKVIvO75yZ4rHER+wfOx/80Qf05Y8Xj63xQlL59bRqalUG9Ky611Tqx34x3js7qrkS+9ni0LC86hafGbJ3Vwb27MyowZHv34aamra+pmbG6syP+W1lZkcSCrQPDSse6e4rzGwPYLKZfenuFVI1BEH4JQA9esSfxqoh6Nm5Pd87aF+6d2xLkwY2YzYd9ezUnpwmWfTu3J72LZvRsU1zmmRlMWJAz7I67s6IAXuRnZlBcUkJZxw+mP++X3E1vk2VLJP84bxvSdUw1vxd6Rvspbshe6fvF3mvLvGPyW2ard7JRFuwLHJYQ7wrSiZLv0oC6dufejsh++/SvhUFu3axYWtylpqXhmv+dxWH8MTK0hWuT5f2LF65nr32aAfAus3befi16Rw7dB8O3Kd8kMPC5euYu2R1hWQENRkaV5/q65N0GRB+LaobUOH6q5ntDzwMjHP3smts7r4i+HcN8AKhoSgVuPuD7p7n7nm5uem12MKMr5bx5icLeHDSNLZUEthJ/HYUFJJfsIu1m7czfuJHrN60naXrNvPKR/Nwd86/42lG/vQ+Vm3YyvT7rmbG339G19yaXyovrod4t0lWAxx0thtbvyV9e/w31+CzxdN4nG5D1a5V5Pj+rBTPx5m3pOosEDnZmTRrUvuOn7Wbt9d7kF3d+F6pH/v3rrjcenVp94YGi86UrjPxzJTZPPe/z7j58Tci6vXt2pHDBvVi9EH7Ej5a6cN5S8pS/zUk9dV1+gnQ18x6AcuBM4Efhlcwsx7A88C57v5VWHkLIMPdtwb3jwN+V0/trjeGU+yOGWRptn+dbd1RgJmxeXs+K9aVz/S/67/vsWfHNixYuhaA79ZsYtLH83n5oy+4+qSRle2uUhlWfXq+uiqMHrciKbVs3abqKzVQmRZ/34py+Sde+FA1gNYJnHjcNDuT/BhzRqqyf+/Ycz3OOnIIHVu34ORDBzHhrZk89sYntWpTrPSnyZahH4gNQud2rWr8/XjGqCGcPHJg2VX9Y4f25f3PF/ODQwdF1MvJzuLOS08EYOxB+3Ll/S8BsGLDVv7vz8/w4m8vSMx/IkHqpUfb3YuAK4E3gPnAc+4+z8wuNbNLg2o3Ax2Av0el8esETDWzz4CPgVfd/fX6aHeiPfzadI645u9lqwqGmzb/OwDcYUNYDue1m7dx/K8e4eK/PlftRAIpd9C+3Xnk56fz3E3n0iFYohVCGTyuuv9F2rZsyiXHD2f/3l149PVPWLd5e8zx1tXRIdn9FNXHZYwkyW3TovpKgXhywUvN9Ipagn3hysSl96tNT27BriJGDe5Vofy5/83hlenzaduyGUvXbIzxzIr2i8oy0a5lU4qT/AHZvEnkFYHMDEv5svYS8tibn1T4foznN1D40Nl9uuXym3OP5cRDBlRa/9qHJpXdd5w2DTArVL0NwnP3Se6+j7v3cffbg7Lx7j4+uH+xu7cLUviVpfELMpUMDm4DSp+bjt6dvYht+YVMm/9thW2nHhb6xdYiJ4vOHconLE2f/x0rN2xh1qLlcS0v+unCZQz/yd+4/uFXE9fwNLSruJilazdx70tT+c/U8nHXhbuKKCouYc2m7dz30gd8/6ZHyrat2qhle6Vxmzj9i7jrhq8+KonRNCrHbyIvXh7Qtzy/QLz7PXRgL2Z+FTmKs2uHUE9kfjBxbZ9usYdhNol6keZNsyMexwqyOyR4xcYdhdE9+AqyG4pzj82jZbPIMdk1vcLxxNuz+L87nuWq+1+MuX1bfkHEBMtxIwZy24Vjat7YJNNsl3r0x4uP55pTDufSE0ZU2PafYBLe9oIiVq4vTyW3Z4fWZGYaWRkZZYuUFBWXcN6fnub4Xz3C+i2RX4a/mfAGhUUlvBmVL3p38+LUufz6sdd5a9bCiPLo03xn2OpV6p2Wxq5L+/hTT5YoaEm46HSgBQkcFrY66CholpMdd2rGb1dvrNCB06xJNv+6/oc8feM5APxo7HBuv3B0hecWRl3ZmbkwMmDftrOwQg9mcUnNhrbUVHGJrsI0FN06tqnww2p7fs3yxq9Yv5mikhJWrd9SYZu786tHJkWUvTJtHj+6s+rUgKmgQDtB3J3H3/yEB1+dRn7BLhYsXVNhqMf8b9fwxowFLFtXcfnsrTvKJ4yEfxgN7duN+678AU/eeDbNckI9Bl+vWMe8b1ezbvM2lkblfF67uTzwnvLZ1+wqLqa4pKTCL8lN23ayZNUGCncVNcoPp727dqSkxDUxRhIunadQrNkU/1WbdlGrnkrdDeoTOSa6f/eOldSsudIFt1rkZNMtN740jttiXCVdtHID7Vo1K5u45u68/FH8V0JKZWYYt5x7LK1yynu6N22PfyLx6UfsX6HsmKF7V/u8xvh9lo6KiotZFbXo1YOvTq/RPlo1yyHDLGYmtgcmTuP9uUsiytwpy1jSkCiPXIIsXbuZe1/6AMN4furnrNm0jYP26cYDPzutrM4fnnmbzdvz+cUDr/Cb847joH26s2nbTtq3bs66zeXjsndEpagZuFcnjrvhIdydF285n7N+/yQQujT3h6ff4Ynrf4gZXHnvCxSE9ZhcM/5lcrIzMDLotkdbnrnxHDIyjJIS55TfPR6aMAjs2bEN/735/EY1tq1zu1a0aZFTow92kXi0adEwc7XGo3lOdvWVAuErrkmiRH7GFiZ4cai9OrXj29Ub2bxgafWVgeenzo1ZfuKvH6Vlsxwm3X4xWGgIY3VysjMjvn+Kiku4/al3KCwqL8vMgHj7Pp7735wKZW/NWlTlczq3b0VmhvoPG4Kp876JeD8A5O1Ts3UIL/jeMHLbtOTg/faqsO2r5WsrlF32/UO4cPRBNWtoPVCgnSB7dmjNIf17UrCriE+CD7lPglUGu+W2paTE2RFcNlm1cSu3/utNuu/RlulfLuX6048kPBlAVtT1trc+XViWH3Lsr8rHFJd4KJ/kjK+W8spHX/BxjA/Xgl0lQAnfrd5IsZeQQSbFJSVs21FAUXEJGRnGqg1bKS4pISOj4S79Pvvr5bRp0YxendvHVf+ivz6rIFuSYtvO1C6bXReLVq6vvlJg3241W6xEqrdpW+QiQPkVxhjXzberQxMX++/VqWzxj8pkZRjnHDOUybMqDjN0hx35hRSVlNCsSTaHD+zJe1G9h9GaZmdFBFal11BbNMlge2Eouk5GZ7OFvVZN0ldKcq2PMefpiMF9arSPZjnZnHbE4JjbSkcBlGY2GdizM+ceMxRrgFlnFGgnyJbt+Uyf/22Fmfrn3/EMzZs2oUOr5hHbsrIymf5lKDC+64X3OXxgz7Jt2VF5SzdsLc8LGWsc8dLVG3l9xoIq23dwv+6MuOpeLjthOAuXrytri5c4J4zcj6LiErKzGmagPWfxSi69+7+YwTt/vqxsCA2ELms+9sYndGjTghNHlM9MXq2JjZIk6Zx1pF0NZuRv1QqhCXf4oMiV7JI1tC16SGEsB/frwaBesdP7XXv6kQzv34NmTUKftbNjBO03nnU0v3+6fGGbnYVF9OrUjm+CYL/vnh1YtGI94T9LLcPwBE+G2adbRxYEaROLNVSwwYheBRXg7y9/yOUnHlLtc7/4djUbt+5g5MCKGXFKhV9x+9d1P2S/Hns02KvyusaSIKs2bomZDmvjtp0sX7eZOd9EflAtW7uJzOBNUbCriLdnl18Sa9Us9GX47eqNvDrtC+59cWqVrx1rNcNo789dQkmJ8/eXP2LON6vKyj14/gV/eabafdSHFz74nMN+dj8vfFD+f2rXqhlmRpsWzcjKinzLvvbJl9z70gfcMuFNDvvZ/bwzexFbd+Sn8SLZ0tD17NTwxgDGq2/3+Hup2yuPdsKti5q83qkGk1OrM2Cv8mObHcfS7p98VfnwkqF9u1JUXFJ2JfXiMQdXqLNk1YaIx4VFxQzrV74i88IV6yt8Dndu17LadtVUQdjwm8oypEj9O3roPhXKnnxnVrXP25FfyAV/foafP/AKsxYuq7TenmXZ2YxHXp9GQVFih2ElkgLtBAmfzBiPEo9MfxT+I3/l+s189vUKTr91Ar+OWhEploU1uBzswKoNWyuURy+kkCpPv/Mp2/MLeebd2WVlO/ILKS4uZsv2/IgeixXrN/PFkvIfDdvzC/nFA6+wMsb/TyRRfn76qFQ3oda0CE1qrd0cOXQkp0n8Y+arM+/bNTTPyeKgfbpz0shB1dYv7RiKzkUNcNqtEzjpN49x4s2PsqOgkDv/+17E9qwMq7CCcU5WJs/977MqX3NnQfzDrs456oC46oVnjurSLnE/XKRusrMyGd4vckx2l/atq33ejoJddGnfmszMDDpXUf/roEe7xJ0pny3m6Xdm1q3BSaRAO0EKE3jJ6vw/P8sFf3m23heMiE4VmAotg8tN4QGBmVFU4uTvKuLNGaHxhDsLdnHa7ybwVFhAXqqgcFeFMklPXTtW/8Fc39J5IZfqltyO1jyBgWBj1bp5/JNjY2UD6dAycZNrdxQUcdoR+3PcgRV7EysIOnfuuuzkCptKO4HyC4vIAKIuJFJc4jTJiRzieO6xB0b0YOdEPwnwGpw6T7zzaVz11odl2pr86cIqakp927NDeZrJFk2bcPM5x1RZ/7PFKxhz40MsW7eZ4uKSmFlxShUWRb6ZJkyuvrc8VRRoJ8jCZWtS3YQ6e7Oacd71oXQyT1bYpc+ssFnknYNLrdMXfEdRceyJRDf987UktlDq0x8uGkvnNg2rF/bAvjWbOd+QdKhhyr4arNi+23rnz5dy+fcrro0Qy+cxxjqv35bYsfDXPvQq1z5Y/YJlpUHxFff+p9I6T994NplZmTFX+Dv10IERZf2ihiUVFFWMqvMTnGUFQqv9SsPUfY+2GKH3y/b8QiZXs77Hl0vXUFzilATpiGsyh2FLA55Too/RBOnYJnWXrJrG6DmojSlzqk6dVB82bQtN/JwT9oX02JuflN3vFYyPvf2JyeyqZFLa0nUVk9s3FP17KJNDTdzw8CRe/cMlddrHIfv1qL5SDZS+R9PRgEomv1XmgD6h1QYb5hSjhiEjI4OLxw5n327V58Tus2fFOtlJ+ONm1+A7IUY8XKZD6+ZkZ2Zy2MDISZwlHhqqEu5X/3y92vdJ21bx/9D75alHxF1XGqbzjs3jP785n4wgE8iMKsZcA2zZVj4c6blfn0v/vToltX31RYF2gny7KnVjnLvGuThBdU4cMRB354UPPue1T+YnZJ81VXoZtlPYWLuJ08vbMuvr0Opj4w4ZQDp64oazU92EtHLY/r3rnK7pvqtO4c0//ihhC800aaDZeeLRoU2LGtXv2jH02dJAJ/M3KBeNGVZtnViT9XYluEP2hrOO4uGfn0GHVhWHpDzw01MrlLVvFTsTjRnkZIeGDn26aHmF7VlRJ1RxSQl7tK36/VWTYX3/mVr9JH+AVs3KhzdpkaWGxczYa492ZUORdlVzRWP91vJhQD0a4MIztaVAO0HWbU5dL1eixlEO2KszH3/5Hbc+8Ra/evT1Kmf8JkNRcUnZcsALl6/jzZlfMTOqDaUfpKceMaRe21YqK0bE0T23dczyyjTZDYKWPTsk5grPtacfCcDZRw2t1fM7B4FlxzYt6dg2MuNBm2ZNarXP3LaJz5xQXxavqLjIQ1XGDNuPZjnZDOzZOUktSk9D9w719LdsWv4e2lXNcuqVrXCX6B8xL380j+kLvmX91oqX0g/at3vE4+35hWzYWnEi/6ghffjJuEPL0qXdcckJFeo8/U7kxMfszEyKq8n8sLEGw2S+WbWhwhLusXRo3YLeXULrK3RKQlYTqZuSsFWpu3Soes7N6UcMoU2Lphw2qPK0fpXp0Lrh/shSoJ0gPTq1rb5Skuy/d2LGjO7VqR0Tp5Uvtfvh3G8Sst94jX/lg4ixgNc//Co/uvPfEXUemPgRkLoetiF9u3LHjyK/dJau3RJz5arKvHTbxYluVtLk1KLz1oCJt11c557f8HRlRSXl4/GbZMa/3ytOHll2/5+/PDNi26UnjoyuXq1UL7+eUU3kcdQBVS8I0awGK0MC7N+7Cx/cfSXrtqbvcJlk+HTRcn5/4Wjeu+uKsrIDguC7Mn26tI+Ye1Lq6AP6JrRt85as5vqHJsZV95VpsZdWnzL7a+55cWqFzCKlsjOtwsp8Owt3kR+1EmA8w2mq4nH09n+7ehOLV4ZSDWZoVcgGJyszg24d22DA2GH7VVm3d5cOvPuXy/jb5SfV+HWG94v/O7i+6V2ZINV9yCbT8H492CMBvWxzl6zi1Y+/LHsca4nTZHF3Hn9jRrX1vvgulDWhVYxk+Ml28eiD+MdVp3DUkIrBzM9OOTzu/SQyd26yvfWXK6qvFKVzu1CvxUPXnMZ1ZxzJWUcewK/PPqrG+9m7a/mX9MSPygOCkhpkST/+4PIhRp2jUn+dNHJgXPmGw8XqkawvPz5+eETvULT+e3XigD7dyMmu/IdIbZenXrUh/nkPNVnmPZ3s170jo/YPjVV24MZHX2dl2N+lc/tWZQu8xLJkzUZ2xZjA/acfnUCPDjUb0lOdqo7zocEiIPt2y2VENR0Ei1etZ/LMr9i0PTItYen8mOgOjz2jhjFG5w0PX5gtHk2bVH++hb/f03VIYWO3bN1mHKpdWK8ufnv+95K277qqt0DbzEab2QIzW2Rm18fYbmZ2T7B9jpkNiW55GwAAIABJREFUjfe5DcHAnl3Yo4bjHxPhR2MP5qf/eIkNUR9oBjTNqln327dRCxCY11/33cJla4lnMeLCoMekaZNs2rWMf5W7RLh83KFkZmRw8V//XWFb6S/2cBd+76CIx72qWOjEgH/+8gwG9Ezs5I+a9mBGa9G05sMr+nTtAMCgXl04Y9QQfnn6KMYeXPMvwMG99yy7v72gfGxnvD8qrxxXsce6edBFn2GQk53FKYftX6M2FRYldsnsmli4LPYP36zMDCb/6cf867qzeGbK7IhlsKM1y6ndcBni+HHTMhgrG1dquTS0YWs+U+YsjiibMvvriMexOgBKv2R3FZVUOpH2kV/GN3ejdfMceu5R/Zyc3BjfRQODidj3XHESU/5yGU/deDbdc2Nfib14zDDu/8nJ/Pju//Lrx15nxfrYaxOEX4HMyc5k+87IPNnrt0T+f487sB//d1xeRFmnKs7nw6pYGbDUwUFPZpsWTTm1huez1K8FSxOXna1p1G+whnw1o15aZmaZwP3AGKA/cJaZ9Y+qNgboG9wuAf5Rg+em3PtzFrNmc/3loe7UriV3Xz6OHx8/gkG9utCmRXnQmWGhr8X8asYMhsvJyixbOrfUCSPq78+8bF31SwYDdApSvZkZr//xEkb0617NM2Kry9CT8AkbpV6e9kWFUOTKkw7lw7uvpElWBlmZxk9OPrTSfe7TtQODe+/JhGvP4q0//bjC9j7BGMSayDT44O4ra/y8aDmVdCplZxiv3Hohe+8Z2bZvVlRcQKk2w0hOHFGePiz8eE287SL67tmh0ueNGtyHh645lQtHV5ycVpodqEPrUCBSVZ7WWDJTOCtw6rwlZfebhfXiPfjTU+jQujlmxvZq/j+tarAEe8TzmkV+vsSybWfox9ArH8UejgChIQfpIvpqx9EH7F2hzndrIj8z77/6B0RfUMjMzMCAE4fvR26b2EFlPJNUjVAKsyVrNldZLyvTOGNUxcVedoQt7NK6RVPMjC2VLLRW+oNywF6dyMrM4OB+kZl7mmRmhMach2U3aZHThOxqzvPH3vqYq04+jGn3XMURg3pz41lHVbnY2+RZlefFzsowmmZnkRG8pwoKd9V54rQkXklJeVqbWEOnaquyc6khqq+fAMOARe6+2N0LgWeAcVF1xgETPGQa0NbMusT53JSr7xyOhQWFHD6oNxkZxqO/OIMbzjq6bFuznGwyzWp0CbdJdibL10YGu81q0ZsZj+07C9gQtULa+3OWxPXcUWHjGbMzM/nrZSfWqg3VLTJR1dfFoTF6WfaPSptWGlA0zcnmmV+dy12XncQR+1c+frZ0GWEzo3WLisHQ1ys3VCirSgbw0q0XVluvWYxV4aKdeeSBMctzmmTRtWMb/nDR8bQOm/nvVMwXFv0F2CKO92ZGWETXOWq4zUPXnM7fLo/9MXDnpSdyYN/YP8BKg6fSD/yqetPuufKkiMluAEXFzor1qUkfmRWMTR/YszPv/vVy+nXP5cxRgxkSzNFwd3YmabGm0uOXYfDh335C0+zIr442YedT86aRx/ba08vTtJ1/bORVnobsujOOKvt/VRa+fbsm8jPz88UrCb+g8KuzjiYrKxMDzjuudv/3H4wcyPt3Xh6xvHlVioqdu55/r0L52UeXB99FQU6/NjE+a04aOYAJk2dyxb0v8MjPT2fq3Vfy7JTIhcF+ecaRfHL/1bx/15VlP7w2bNvJktXlf48hfbpwSP8etAp7P5SOpc7KzOCuy8dx6uGDKY5nIHYMt18whn/ffB6nHz449H8qcbY24FzKu6vw4W6J7HVeu3FbwvaVbPUVaHcFloY9XhaUxVMnnuemXF0v0dfUxh2FjLjqnrLH/bqXp43akb+Lv/z4+wzuHX/O3K07C/kuKtCe8dV3dW9olFUbt3LYNX/nmOsf4Pmw9E199owvReEzUyJnumeEvYVLv/xjXb5tHtUtu2l71R/IVQ2ZiDVzep9uuRGZGYrCcnz37NyekQN6Vtnbsn5L+Q+PrMwMRh+0b8x6HVo3r/B/ieWycYewZ4c2FFaRBeCYoX05bFDVk+cA5n0bezXBbfmhoK7Pnh25K2zyyvBKxn2Gf9gcOaRi72C4uy/7fsTj6B7x1i2actigyNy+8bh4zHDatGjKRWMOBuCpd2OvPpedmcGhA3px7jGhHxkZhC6NN8nOTFmvduny1U2yMmmSncVTN57DtWeUj30fduXfqhw2UhcbgyEPJR4ap35A1ATsK8Imlm6NGj4wbsRAHr/2TO669EQuO/GQpLQvGX5w2CCevencssdffFfxsvembZEdBr97YnLZ/f167MHRQ/tSULCLEuDM25+oVTtuOudYWjTL4bYLxnDE/r3540Vj2a971ZMMi2Ms4rIxyFE86ud/Z9hP/sZLH86NmbbPwn5WeBAkvRO14uK9L07FzPjbC+9XWMwGQj/I+vfozIdffMfW/PIff14CV93/IsOvuofZX4deu7YXOa57ZBITJs/gqvtfBEJZqxYuT12aXYkt/P20uZLJtbWRn0YL9NZXoB3rVIo+PSurE89zQzswu8TMZpjZjLVr628iH0BJjF68ZAv/Us0Om6TlwBGD+/DHi4+vkOu0Mk2bZPGjscMjyrq0S/ykvVXryy97zltSvihNdGqsrIwMfnX20VQnOzuTjm2aY8DB+/UMfcDHSHI/pE/F32b7BpPtOsW4bFuMM/G22D3CXdrHTlH00x8cVna/uj6aAVFt7NAqcvXD3184tsJzMjOMSbdfxPirT6tm7+U9h9mVZOjIzDDu+NEJjBiwV0RZLL3jGLYypE9XBvfuQvfctvzslNgLTRwVXI3IysigQ+uqV3s8dGDkD4BuHUNjSat7N+/ZvurLid87aF/e/ctl/ODQQQA0r2TMcmkvzGH796Zdy2acMKI/k37/IybeelFEjvf6VPqeWrI69tWN0uCqfavK/7bhl3Hr4jfnfY+OYa8Tnss/+hg1a9qEQb26cMTgPml3ab9dq+YM6tWZnp3bl11RCE/l2byKH+RPBjnzS//iNVnlLlxpsNuhdXPuumwcx+Xty/b8wiqfE+vHeOl7urTX9/NvVvHdmopD9q46+TCG79eDy74/oqwHckDPyE6bbcHrz1uyKubr79M1l88Wr6hQntMkky+/W4MBS1aFht0cPjj2j+5uHduQU81QlLnfrGJX2N91SJ89q6gtKRF2yhckYWXQdGBey8s2NXoRsxHALe7+veDxDQDu/oewOg8AU9z96eDxAmAU0LO658aSl5fnM2ZUn8Uikf7y73cpLCrhx2OHc8vjbzL76+Xs2LWL0w4dTHaTDD74/BvWbNpG99y2LF27gR2FtfvgbdYkg8zMbP5w8RhG9i8fxvDiB3OYMHkW5x6bx8kjQ+NbV6zbzG1PvcXFow/m4rsqTuL7yfcPoXnzHIb160Gvzu2ZPv9bnnxnFrltWvLrc46t3R+iGnc89y6r1m/hzssiL/0PvewuALq0b8ndl59E36653PDIJKbPX1LWA92/W3ue+NX5Mfe7Pb+Q9+YsZnj/vdi8dQcX/OVZ+nbN5fzv5XHwvntx/ysf8PiboffETWcfzQ8OLZ84c87vn+CLpeU/zmb942dA6Bf44298wjlHD6V9WEC+ZtM2Rt/wUERdgJ//40U+mr+UF397Hnu0q7yXfnt+Ie/M+orf/GtyhX2UOu8PTzP3u1Xc+n/HcPzBgyK2TZ23mKvue4ncNs1p06I5WRnw5bJ1NG2SxbhDBnBdWE/n8nWb+O2/JtO+VXMO2rcb73++hItGD2NQ7y6UlDhPvjOTBUvXctnxI3jy3U95JrhMPO1vV9CkSRPcnQcmfsTn36xiwbLVbNyajwP3XjGWkQNj97zHUlLiLF+/mfYtm9EsJ5uHJk2nd5cOXPdw5HLRr91+IZ3aR/7t8guLuP+lDzjqgD4RvalfL1/LT//+Iss3bCPLjI///tO42wOhqz/XjH+RtZt20LVjG/p2bc+UOd9w2wWj2a9Halclm/bFEq649wUcaNMih9svHMv7cxbzw6OG0n2PipPYXpj6Oe/P/YY/Xng8k2ct4JVpX7BxyzYWrgwFNCP69+D+n5xSq7Y8+79PuePZKVx4XB5XnFT+g/K5KbMpcefMIw/gufdm89jrM7j/JydR4sWcdutTDOq5B49f1zgWadqRX8j9L3/A6Lx+5O8q4n9zvuaqkw6NyEQzeeaX3DJhMleOG8lZQe73d2ct5K//fY+rTh7JcXn9Kt3/ohXrOPv2J+nUrhXHD+/Hlh2FHDqwJyP694xZ/+Ar/8au4hLatmjKoQN7kpOdxQkjBrBm4zb267EHV93/QtlQjjt+dDxHDelLRobx4bwlfLJgKVecOBLLgHuff58Jb88K1btoLMfkVTyn3Z1b/vUGUz//hrYtm3HzOccyuE9X1m/ZzqvTv+Db1ZuYu2QV67ds4+qTDuPQQb1pntOES+/5Dwfu3Y3pX37L8vVbeP7m89mys5CFy9YyakgfMjMyKCoq4Wf3P8cHX4Y6XppkZnDhmGGcHwy1eXf2It75dBGDenXmk3lfM3VBKIA/44jBXHrCIXy9ci23PvE21515ZKVX0yS1fvevN3nv88U8d9O5tG+dmKQR+fm7OORn9wHw1p8upn3r1GbzMrOZ7p4Xc1s9BdpZwFfA0cBy4BPgh+4+L6zO8cCVwFjgYOAedx8Wz3NjSUWgLSIiIiK7l6oC7XpJCuvuRWZ2JfAGoXlmj7r7PDO7NNg+HphEKMheBOwALqjqufXRbhERERGR2qqXHu1UUI+2iIiIiCRbVT3aDTfDt4iIiIhIGlOgLSIiIiKSBAq0RURERESSQIG2iIiIiEgSKNAWEREREUmCRpt1xMzWAt/WYRcdAa3n2rjomDY+OqaNj45p46Nj2jjpuJbby91zY21otIF2XZnZjMpStUh60jFtfHRMGx8d08ZHx7Rx0nGNj4aOiIiIiIgkgQJtEREREZEkUKBduQdT3QBJOB3TxkfHtPHRMW18dEwbJx3XOGiMtoiIiIhIEqhHW0REREQkCXarQNvMHjWzNWY2N6zsFjNbbmazg9vYsG03mNkiM1tgZt8LKz/QzD4Ptt1jZlbf/xcBM+tuZu+a2Xwzm2dmVwfl7c1sspktDP5tF/YcHdMGrIpjqvM0TZlZUzP72Mw+C47pb4NynadpqopjqvM0zZlZppl9amYTg8c6T+vK3XebG3A4MBSYG1Z2C/CLGHX7A58BOUAv4GsgM9j2MTACMOA1YEyq/2+74w3oAgwN7rcCvgqO2x3A9UH59cCfdEzT41bFMdV5mqa34O/fMrifDUwHhus8Td9bFcdU52ma34BrgKeAicFjnad1vO1WPdru/h6wIc7q44Bn3L3A3b8BFgHDzKwL0NrdP/LQO2oCcFJyWixVcfeV7j4ruL8VmA90JXTsHg+qPU758dExbeCqOKaV0TFt4DxkW/AwO7g5Ok/TVhXHtDI6pmnAzLoBxwMPhxXrPK2j3SrQrsKVZjYnGFpSelmkK7A0rM6yoKxrcD+6XFLIzHoCBxDqWenk7ishFLgBewTVdEzTSNQxBZ2naSu4HD0bWANMdnedp2mukmMKOk/T2d3AtUBJWJnO0zpSoA3/APoAQ4CVwF+D8lhjiryKckkRM2sJ/Bf4qbtvqapqjDId0wYoxjHVeZrG3L3Y3YcA3Qj1eg2sorqOaRqo5JjqPE1TZnYCsMbdZ8b7lBhlOqYx7PaBtruvDj4wSoCHgGHBpmVA97Cq3YAVQXm3GOWSAmaWTSgge9Ldnw+KVweXrwj+XROU65imgVjHVOdp4+Dum4ApwGh0njYK4cdU52laGwmcaGZLgGeAo8zsCXSe1tluH2iXvoECJwOlGUleBs40sxwz6wX0BT4OLp1sNbPhwUza84CX6rXRAkDw938EmO/ud4Ztehk4P7h/PuXHR8e0gavsmOo8TV9mlmtmbYP7zYBjgC/ReZq2KjumOk/Tl7vf4O7d3L0ncCbwjrufg87TOstKdQPqk5k9DYwCOprZMuA3wCgzG0Lo0sYS4McA7j7PzJ4DvgCKgCvcvTjY1WXAY0AzQjNqX6u//4WEGQmcC3wejBUEuBH4I/CcmV0EfAecBjqmaaKyY3qWztO01QV43MwyCXXuPOfuE83sI3SepqvKjum/dJ42Ovo+rSOtDCkiIiIikgS7/dAREREREZFkUKAtIiIiIpIECrRFRERERJJAgbaIiIiISBIo0BYRERERSQIF2iIiIiIiSaBAW0REREQkCRRoi4iIiIgkgQJtEREREZEkUKAtIiIiIpIECrRFRERERJJAgbaIiIiISBIo0BYRERERSQIF2iIiIiIiSaBAW0REREQkCRRoi4iIiIgkgQJtEREREZEkUKAtIiIiIpIECrRFRERERJKgQQTaZpZpZp+a2cQY28zM7jGzRWY2x8yGpqKNIiIiIiI10SACbeBqYH4l28YAfYPbJcA/6qtRIiIiIiK1lfJA28y6AccDD1dSZRwwwUOmAW3NrEu9NVBEREREpBZSHmgDdwPXAiWVbO8KLA17vCwoExERERFpsLJS+eJmdgKwxt1nmtmoyqrFKPNK9ncJoeEltGjR4sB+/folpJ0iIiIiIrHMnDlznbvnxtqW0kAbGAmcaGZjgaZAazN7wt3PCauzDOge9rgbsCLWztz9QeBBgLy8PJ8xY0ZyWi0iIiIiApjZt5VtS+nQEXe/wd27uXtP4EzgnaggG+Bl4Lwg+8hwYLO7r6zvtoqIiIiI1ESqe7RjMrNLAdx9PDAJGAssAnYAF6SwaSIiIiIicWkwgba7TwGmBPfHh5U7cEVqWiUiIiIiUjsNIeuIiIiIiEijo0BbRERERCQJFGiLiIiIiCSBAm0RERERkSRQoC0iIiIikgQKtEVEREREkkCBtoiIiIhIEijQFhERERFJAgXaIiIiIiJJoEBbRERERCQJFGiLiIiIiCSBAm0RERERkSRQoC0iIiIikgQKtEVEREREkkCBtoiIiIhIEijQFhERERFJgpQG2mbW1Mw+NrPPzGyemf02Rp1RZrbZzGYHt5tT0VYRERERkZrISvHrFwBHufs2M8sGpprZa+4+Lare++5+QgraJyIiIiJSKykNtN3dgW3Bw+zg5qlrkYiIiIhIYqR8jLaZZZrZbGANMNndp8eoNiIYXvKamQ2o5yaKiIiIiNRYygNtdy929yFAN2CYmQ2MqjIL2MvdBwP3Ai9Wti8zu8TMZpjZjLVr1yav0SIiIiIi1Uh5oF3K3TcBU4DRUeVb3H1bcH8SkG1mHSvZx4Punufuebm5uclusoiIiIhIpVKddSTXzNoG95sBxwBfRtXpbGYW3B9GqM3r67utIiIiIiI1keqsI12Ax80sk1AA/Zy7TzSzSwHcfTxwKnCZmRUBO4Ezg0mUIiIiIiINVqqzjswBDohRPj7s/n3AffXZLhERERGRumowY7RFRERERBoTBdoiIiIiIkmgQFtEREREJAkUaIuIiIiIJIECbRERERGRJFCgLSIiIiKSBAq0RURERESSQIG2iIiIiEgSKNAWEREREUkCBdoiIiIiIkmgQFtEREREJAkUaIuIiIiIJIECbRERERGRJFCgLSIiIiKSBAq0RURERESSQIG2iIiIiEgSpDTQNrOmZvaxmX1mZvPM7Lcx6piZ3WNmi8xsjpkNTUVbRURERERqIivFr18AHOXu28wsG5hqZq+5+7SwOmOAvsHtYOAfwb8iIiIiIg1WSnu0PWRb8DA7uHlUtXHAhKDuNKCtmXWpz3aKiIiIiNRUysdom1mmmc0G1gCT3X16VJWuwNKwx8uCMhERERGRBivlgba7F7v7EKAbMMzMBkZVsVhPi7UvM7vEzGaY2Yy1a9cmuqkiIiIiInFLeaBdyt03AVOA0VGblgHdwx53A1ZUso8H3T3P3fNyc3OT0k4RERERkXikOutIrpm1De43A44Bvoyq9jJwXpB9ZDiw2d1X1nNTRURERERqJNVZR7oAj5tZJqGg/zl3n2hmlwK4+3hgEjAWWATsAC5IVWNFREREROKV0kDb3ecAB8QoHx9234Er6rNdIiIiIiJ11WDGaIuIiIiINCYKtEVEREREkkCBtoiIiIhIEijQFhERERFJAgXaIiIiIiJJoEBbRERERCQJFGiLiIiIiCSBAm0RERERkSRQoC0iIiIikgQKtEVEREREkkCBtoiIiIhIEmTVdQdm9i/AY2wqAJYBL7r7Z3V9HRERERGRdJKIHu3NwDjACAXWBpwIFAP7AR+Z2XkJeB0RERERkbRR5x5tYB9grLt/UFpgZiOA37n7sWY2GrgbmJCA1xIRERERSQuJ6NE+GJgeVTYDGBbcfwPoloDXERERERFJG4kItGcDt5tZU4Dg31uB0nHZvYANCXgdEREREZG0kYhA+3zgMGCLma0CtgCHB+UA7YHLYz3RzLqb2btmNt/M5pnZ1THqjDKzzWY2O7jdnIA2i4iIiIgkVZ3HaLv7EuAQM+sBdAFWuvt3YdtnVPH0IuDn7j7LzFoBM81ssrt/EVXvfXc/oa5tFRERERGpL4mYDAmAu39nZksBM7OMoKykmuesBFYG97ea2XygKxAdaIuIiIiIpJU6Dx0xsz3N7AUzW0+oh3pX2K0m++kJHEDFiZUAI8zsMzN7zcwGVLGPS8xshpnNWLt2bU1eXkREREQkoRIxRvsBoBA4GtgGDAVeBi6Ndwdm1hL4L/BTd98StXkWsJe7DwbuBV6sbD/u/qC757l7Xm5ubs3+FyIiIiIiCZSIQPsQ4EJ3nw14sArkRcDP43mymWUTCrKfdPfno7e7+xZ33xbcnwRkm1nHBLRbRERERCRpEhFoFxMaMgKwycxyge2ExlpXycwMeASY7+53VlKnc1APMxsWtHl9AtotIiIiIpI0iZgMOR0YC7xAaHGaZ4GdhBatqc5I4FzgczObHZTdCPQAcPfxwKnAZWZWFOz3THf3BLRbRERERCRpEhFon0t5z/hPgV8ALQktu14ld58KWDV17gPuq2MbRURERETqVSLyaG8Ku7+T0KqQIiIiIiK7tVoF2mb2u3jqubtWcRQRERGR3VJte7S7J7QVIiIiIiKNTG0D7ZnB2GnMbG93X5TANomIiIiIpL3apve7Pez+rEQ0RERERESkMaltj/bXZvZXYB6hBWQujFXJ3R+tdctERERERNJYbQPtM4FrgbOAbEIp/qI5oEBbRERERHZLtQq03f0r4GIAM3vb3Y9OaKtERERERNJcnZdgV5AtIiIiIlJRnQNtERERERGpSIG2iIiIiEgSKNAWEREREUmCOgfaZnanmQ1JRGNERERERBqLRPRoZwNvmNlcM7vOzLolYJ8iIiIiImktEVlHfgLsCVwPDAHmm9lbZnaembWs6/5FRERERNJRQsZou3uxu09097OA4UAu8BiwysweNrOusZ5nZt3N7F0zm29m88zs6hh1zMzuMbNFZjbHzIYmos0iIiIiIsmUkEDbzFqb2UVm9i7wHjAdOAzYD9gGvFbJU4uAn7v7foQC9CvMrH9UnTFA3+B2CfCPRLRZRERERCSZarsEexkz+w/wPUIB9njgRXcvCNt+DbA51nPdfSWwMri/1czmA12BL8KqjQMmuLsD08ysrZl1CZ4rIiIiItIg1TnQBqYBV7r7qlgb3b3EzDpVtxMz6wkcQKg3PFxXYGnY42VBmQJtEREREWmwEjF05LBYQbaZPV963913VLWDYNLkf4GfuvuW6M0xnuKV7OcSM5thZjPWrl1bfctFRERERJIkEYH2kZWUj4rnyWaWTSjIftLdn49RZRnQPexxN2BFrH25+4Punufuebm5ufG8vIiIiIhIUtR66IiZ/S642yTsfqnewLdx7MOAR4D57n5nJdVeBq40s2eAg4HNGp8tIiIiIg1dXcZol/YyZxDZ4+yExlTfEsc+RgLnAp+b2eyg7EagB4C7jwcmAWOBRcAO4II6tFlEREREpF7UOtB29wsAzOxDd3+olvuYSuwx2OF1HLiiNvsXEREREUmVWgXaZtbT3ZcED982s96x6rn74to2TEREREQkndW2R/tzoFVwfxGh4SLRPdMOZNZy/yIiIiIiaa1Wgba7twq7n5DVJUVEREREGhMFySIiIiIiSVDbMdrvU8miMeHc/fDa7F9EREREJN3Vdoz2wwlthYiIiIhII1PbMdqPJ7ohIiIiIiKNSV0WrCljZp2AYUBHwrKPuPujidi/iIiIiEi6qXOgbWYnAU8AC4EBwDxgIDAVUKAtIiIiIrulRGQduQ24wN0PALYH/14CzEzAvkVERERE0lIiAu0e7v7vqLLHgfMSsG8RERERkbSUiEB7TTBGG2CJmY0A+qBVIUVERERkN5aIQPsh4NDg/l3Au8BnwN8TsG8RERERkbRU58mQ7v6nsPsTzGwK0MLd59d13yIiIiIi6Soh6f3Cuft3id6niIiIiEi6SUR6v6VUshy7u/eo6/5FRERERNJRInq0z4l63AW4Gngmnieb2aPACcAadx8YY/so4CXgm6DoeXf/Xa1bKyIiIiJSDxIxRvt/0WXBOO3Xgb/FsYvHgPuACVXUed/dT6hN+0REREREUiERWUdiKQB6xVPR3d8DNiSpHSIiIiIiKZGIMdrRwziaA2OB1+q67zAjzOwzYAXwC3efl8B9i4iIiIgkXCLGaHePerwduBP4VwL2DTAL2Mvdt5nZWOBFoG+simZ2CaHl3+nRQ/MwRURERCR1zD1mwpD6bYRZT2BirMmQMeouAfLcfV1V9fLy8nzGjBkJaZ+IiIiISCxmNtPd82Jtq1OPtpllAj8EjgNygbXAFOApd99Zl32HvUZnYLW7u5kNIzSufH0i9i0iIiIikiy1DrTNrDXwJqFJj68BnxJK7fd74Kdmdmyw/0Pc/bkq9vM0MAroaGbLgN8A2QDuPh44FbjMzIqAncCZ3hD3+u+gAAAST0lEQVS64UVEREREqlCXHu0/EOpZPtrdt5cWmlkL4DngKaAPcGNVO3H3s6rZfh+h9H8iIiIiImmjLoH2ycDw8CAbwN23m9kVwGLgQnd/si4NFBERERFJR3XJo90GWF7JtmVAgbs/Vof9i4iIiIikrboE2l8DR1Wy7WhgUR32LSIiIiKS1uoSaN8JTDCzU8wsA8DMMszsVELLqt+ZgPaJiIiIiKSlWo/RdvfHzKwDoaD6aTNbB3QktPz679z9n4lpooiIiIhI+qlTHm13/6uZPQgcQijIXgd85O5bEtE4EREREZF0Vecl2N19K/BGAtoiIiIiItJo1GWMtoiIiIiIVEKBtoiIiIhIEijQFhERERFJAgXaIiIiIiJJoEBbRERERCQJFGiLiIiIiCSBAm0RERERkSRQoC0iIiIikgQKtEVEREREkiDlgbaZPWpma8xsbiXbzczuMbNFZjbHzIbWdxtFRERERGoq5YE28BgwuortY4C+we0S4B/10CYRERERkTrJSnUD3P09M+tZRZVxwAR3d2CambU1sy7uvrJeGhin+659mJf+8kaqm1Enh/wgjw+fn1H2+OSfHc/lf/2/hL5GQUEB3295Ll7s3DPt9+w3rC8A09+cyU2j/xjXPiaX/Jsnbvs3j9/8XELbJhKvySX/TvprHJtxWsL3ecCYvtzx6u/jqjtp0hvcdcLDCW9DffztEiEZf/+uB3bhsU/uKXv8+O+f4ombXkj46+zunt/wKK3atkp1M3ZrlZ0/VZ3/Pz7gFyz+7FsAmrVqyuiLjuKFuyfRZ3BPxn/657J6U1+Yxm9P+WvMfQw8rB93/e/WOrQ88RpCj3Z1ugJLwx4vC8oqMLNLzGyGmc1Yu3ZtvTSuVLoH2UBEkA3wwl2vJvw1Pp08Fy92AJ76/fNl5b8/6+4a7efZP7+Y0HaJ7A4+fW1h3HWTEWTv7pbPjOwfUpCdHK//c0qqmyC1UBpkA+zcms9rD78NwNefLYmo9/B1T1S6j7nvf5mUttVFOgTaFqPMY1V09wfdPc/d83Jzc5PcrEhPrLyvXl8v3EGnDEjIfv46++aIx48uvjMh+w03/IQD6dx7D1q2bc51T1xVVv7cipp9qd/+yq8S3TSRuDTp2CTVTai1x5f9Le666dLznE4eWvzniMev73omRS0JGXxM/5S+frKccvXxqW7Cbu/Qsw6qWFhNxHn2r34AQFZOJvsf0Z/f/PvntO7YitN+cWJEvTs/uj3m87OaZPF/t51Vq/Ymk4VGZKS4EaGhIxPdfWCMbQ8AU9z96eDxAmBUdUNH8vLyfMaMGVVVERERERGpEzOb6e55sbalQ4/2y8B5QfaR4cDmhjY+W0REREQkWsonQ5rZ08AooKOZLQN+A2QDuPt4YBIwFlgE7AAuSE1LRURERETil/JA292rHFATZBu5op6aIyIiIiKSEOkwdEREREREJO0o0BYRERERSQIF2iIiIiIiSaBAW0REREQkCRRoi4iIiIgkgQJtEREREZEkUKAtIiIiIpIECrRFRERERJJAgbaIiIiISBIo0BYRERERSQIF2iIiIiIiSaBAW0REREQkCRRoi4iIiIgkgQJtEREREZEkUKAtIiIiIpIEKQ+0zWy0mS0ws0Vmdn2M7aPMbLOZzQ5uN6einSIiIiIiNZGVyhc3s0zgfuBYYBnwiZm97O5fRFV9391PqPcGioiIiIjUUqp7tIcBi9x9sbsXAs8A41LcJhERERGROkt1oN0VWBr2eFlQFm2EmX1mZq+Z2YD6aZqIiIiISO2ldOgIYDHKPOrxLGAvd99mZmOBF4G+MXdmdglwCUCPHj0S2U4RERERkRpJdY/2MqB72ONuwIrwCu6+xd23BfcnAdlm1jHWztz9QXfPc/e83NzcZLVZRERERKRaqQ60PwH6mlkvM2sCnAm8HF7BzDqbmQX3hxFq8/p6b6mIiIiISA2kdOiIuxeZ2ZXAG0Am8Ki7zzOzS4Pt44FTgcvMrAjYCZzp7tHDS0REREREGhRrrDFrXl6ez5gxI9XNEBEREZFGzMxmunterG2pHjoiIiIiItIoKdAWEREREUkCBdoiIiIiIkmgQFtEREREJAkUaIuIiIiIJIECbRERERGRJFCgLSIiIiKSBAq0RURERESSQIG2iIiIiEgSKNAWEREREUkCBdoiIiIiIkmgQFtEREREJAkUaIuIiIiIJIECbRERERGRJFCgLSIiIiKSBAq0RURERESSIOWBtpmNNrMFZrbIzK6Psd3M7J5g+xwzG5qKdoqIiIiI1ERKA20zywTuB8YA/YGzzKx/VLUxQN/gdgnwj3ptpIiIiIhILaS6R3sYsMjdF7t7IfAMMC6qzjhggodMA9qaWZf6bqiIiIiISE2kOtDuCiwNe7wsKKtpHRERERGRBiUrxa9vMcq8FnVCFc0uITS8BGCbmS2oQ9s6Auvq8HxpeHRMGx8d08ZHx7Tx0TFtnHRcy+1V2YZUB9rLgO5hj7sBK2pRBwB3fxB4MBENM7MZ7p6XiH1Jw6Bj2vjomDY+OqaNj45p46TjGp9UDx35BOhrZr3MrAlwJvByVJ2XgfOC7CPDgc3uvrK+GyoiIiIiUhMp7dF29yIzuxJ4A8gEHnX3eWZ2abB9PDAJGAssAnYAF6SqvSIiIiIi8Ur10BHcfRKhYDq8bHzYfQeuqO92kaAhKNKg6Jg2PjqmjY+OaeOjY9o46bjGwUJxrIiIiIiIJFKqx2iLiIiIiDRKu1WgbWaPmtkaM5sbVnaLmS03s9nBbWzYthuCpd8XmNn3wsoPNLPPg233mFmsFISSZGbW3czeNbP5ZjbPzK4Oytub2WQzWxj82y7sOTqmDVgVx1TnaZoys6Zm9rGZfRYc098G5TpP01QVx1TnaZozs0wz+9TMJgaPdZ7WlbvvNjfgcGAoMDes7BbgFzHq9gc+A3KAXsDXQGaw7WNgBKEc368BY1L9f9sdb0AXYGhwvxXwVXDc7gCuD8qvB/6kY5oetyqOqc7TNL0Ff/+Wwf1sYDowXOdp+t6qOKY6T9P8BlwDPAVMDB7rPK3jbbfq0Xb394ANcVYfBzzj7gXu/g2hrCfDLLT8e2t3/8hD76gJwEnJabFUxd1Xuvus4P5WYD6hVUPHAY8H1R6n/PjomDZwVRzTyuiYNnAesi14mB3cHJ2naauKY1oZHdM0YGbdgOOBh8OKdZ7W0W4VaFfhSjObEwwtKb0sUtnS712D+9HlkkJm1hM4gFDPSicPcq0H/+4RVNMxTSNRxxR0nqat4HL0bGANMNnddZ6muUqOKeg8TWd3A9cCJWFlOk/r6P/bu/tgq6o6jOPfR6dRDEZSTMMXSHQmXxoxJ82s8bXUCV8ai/ElJXVMmxylfElNR3sxqdTRJoyGyUjTDFNHQmkwFTVTbNAxTW1EQ0ABR4VAE0fx6Y+9rhyOZ997Aw7Xe3g+M2c4Z6+1115rr7svv7vO2nsl0IZfAiOAkcAC4IqyvW7p914vCR/rhqSBwC3AWNtLu8vaYlv69AOoRZ/mOu3HbK+wPZJqZd89Je3aTfb0aT9Q06e5TvspSaOAl23P6u0uLbalT1tY7wNt24vKL4x3gYnAniWpbun3+eV98/boA5I+RBWQ3WD71rJ5Ufn6ivLvy2V7+rQfaNWnuU47g+0lwAzgEHKddoTGPs112q/tAxwuaQ5wE3CApN+R63SNrfeBdtcPUPFloOuJJFOAoyVtJOnjwI7AI+Wrk2WSPlPupD0BuH2dVjoAKOf/18DTtq9sSJoCjCnvx7Cyf9KnH3B1fZrrtP+StIWkweX9AOAg4BlynfZbdX2a67T/sn2+7W1sDweOBu6x/TVyna6xPl8Zcl2S9HtgP2CIpPnAxcB+kkZSfbUxBzgVwNVS8JOBp4B3gG/ZXlGK+iYwCRhAdUfttHXXimiwD3A88ESZKwhwATAOmCzpZGAu8FVIn/YTdX16TK7TfutjwG8lbUg1uDPZ9lRJD5HrtL+q69Prc512nPx/uoayMmRERERERBus91NHIiIiIiLaIYF2REREREQbJNCOiIiIiGiDBNoREREREW2QQDsiIiIiog0SaEfEekvSJEk/6ut6rE2ShkuypNV6fGvZd4fyfoKki9ZuDded8ozfpyRtVT6vtf6W9IikXdZGWRHRuRJoR0THkzRD0mJJG/V1XQAkzZF0UF/Xoye2T7P9w57yfYDb8w3gftsL21D25cAP2lBuRHSQBNoR0dEkDQc+T7WIxuF9WpleWt3R6HifU4Hr21T2FGD/ptUQIyJWkUA7IjrdCcDDVCuVjekuo6RTJM2W9JqkKZKGNqRZ0mmSni2j4+PLEsNI2lDSFZJekfRvSafXTd+QdD2wHfAnSa9LOrdhusfJkuYC95S8N0taKOk/ku5vnKogaUA55gsl/a9lOezm4x1VRpx3rWnzOZIWSHpJ0klNae9NtZA0RNJUSUvK+XlA0gat2tOLuk8q5+8OScskzZQ0oiF9F0l3leMsknRB2b6BpPMkPSfpVUmTJW1W067tgBHAzJr0QZLulfRzVSZJukbStNKOByVtJemq0t/PSNq9a3/by4FZwBdblR8RAQm0I6LznQDcUF4HS9qyVSZJBwCXAaOplph+AbipKdso4NPAbiXfwWX7KcChwEjgU8CRdZWxfTzVUsaH2R5o+6cNyfsCOzWUOw3YEfgo8GhpQ5fLgT2AzwKbAecC7za16UTgJ8BBtp9s0eZDgLOBL5TjdDf94yxgPrAFsCVwQdWc2vZ0V3eAY4DvAx8BZgOXljoNAv4C/BkYCuwA3F32OYPq3O5b0hYD42vq+0ngedvvtGj35qXMB22f4ZVLJI8GLgSGAG8BD5W6DwH+CFzZVNTTVD8LEREtJdCOiI4l6XPAMGCy7VnAc8CxNdmPA661/ajtt4Dzgb3L1JMu42wvsT0XuJcqsIYqQLva9nzbi4Fxq1nlS2y/YftNANvX2l5W6nMJsJukTSVtAJwEnGn7RdsrbP+t5OsyFjgH2M/27JrjjQZ+Y/tJ22+UY9R5m+oPkGG237b9QEOA+j51dW/IcqvtR0ogfAMrz+UoYKHtK2wvL2V0jUqfCnyvnOeucr9SM9VmMLCsxfahwH3AzbYvbEq7zfasMlp9G7Dc9nW2VwB/AHZvyr+sHCcioqUE2hHRycYA022/Uj7fSP30kaFUo9gA2H4deBXYuiFP4011/wUGNuw7ryGt8f3/4739ynSUcWWaxFJgTkkaUl4bU/3hUOccYLzt+d3kaa73C3UZgZ9RjTxPl/S8pPPqMvZQ9y5153Jb6ts1DLitTF9ZQjWivIJqhL3ZYmBQi+1fAgYAE1qkLWp4/2aLzwNXzc4gYElNXSMiEmhHRGcq85VHA/uWucILgW9Tjay2+rr/JapArmv/DwObAy/24nALgG0aPm/bQ/66keDG7ccCR1BN59gUGN5VNeAVYDnVHOQ6XwQulHRUN3kWNNV1u9oKVyPLZ9neHjgM+I6kA1vUu6e692Qe9e2aBxxqe3DDa2PbrfroH8D2LUa7J1JNS7mz9PGa2Al4fA3LiIgOlkA7IjrVkVSjnTtTTUsYSRUYPUA1b7vZjcCJkkaqegzgj4GZtuf04liTgTMlbS1pMPDdHvIvArbvIc8gqnnCrwKblPoAYPtd4FrgSklDywjy3lr18YX/BA4Bxkuqe9rKZODrknaWtAlwcV1lJI2StIMkAUupzu2KmvbU1r0XpgJbSRqr6jnYgyTtVdImAJdKGlbqtIWkI1oVUkbynwX2bJF8OvAvYGqrG0h7o5zrPYC7Vmf/iFg/JNCOiE41hmr+8VzbC7tewC+A45pHOm3fDVwE3EI10jsCOLqXx5oITKcaRX0MuBN4h5WBaLPLqEabl0g6uybPdVRTOV4EnqJ6ckqjs4EngL8Dr1Hd9LjK73Tbj1PNeZ4o6dDmA9ieBlxF9ZST2eXfOjtS3aT4OtVNgtfYnlHTnp7qXsv2MqqbMw+jml7yLLB/Sb6a6rF60yUtK+Xu1aqc4lfA8S2OYapnbM8Dbpe0cW/r1+BwYIbtl1Zj34hYT6ibe1kiImI1lKB2gu1hPWaOtimjzo8BB9pesJbLngmc3OppLhERXRJoR0SsoTL9YH+qUe0tqUbFH7Y9tk8rFhERfSqBdkTEGirzm+8DPkH1dIo7qB69t7RPKxYREX0qgXZERERERBvkZsiIiIiIiDZIoB0RERER0QYJtCMiIiIi2iCBdkREREREGyTQjoiIiIhogwTaERERERFt8D+ztE0IYt+L7QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(2,1,figsize=(12,8))\n",
    "\n",
    "ax[0].scatter(dF10_q['seg_x'],dF10_q['freeboard'],c=dF10_q['freeboard_quality'], vmin=0, vmax=3, s=2, cmap='viridis')\n",
    "ax[0].set_ylim(-0.1,2)\n",
    "ax[0].set_ylabel('Freeboard (m)',fontsize=12)\n",
    "mean=str(np.round(np.mean(dF10_q['freeboard']), 2))\n",
    "ax[0].annotate('Mean: '+mean, xy=(0.01, 0.9),xycoords='axes fraction', fontsize=12)\n",
    "\n",
    "ax[1].scatter(dF10_q['seg_x'],dF10_q['freeboard_quality'], c=dF10['freeboard_quality'], s=2, cmap='viridis')\n",
    "ax[1].set_ylabel('Quality flag',fontsize=12)\n",
    "ax[1].set_ylim(0,4)\n",
    "ax[1].set_xlabel('Along track distance (km)',fontsize=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well it didn't change the mean freeboard but it might be worth looking into the distribution of these high quality flag segments and understanding their possible cause!.."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:notebook] *",
   "language": "python",
   "name": "conda-env-notebook-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
